In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:01, 7.54MB/s] Extracting mnist: 100%|██████████| 60.0K/60.0K [00:11<00:00, 5.41KFile/s] Downloading celeba: 1.44GB [00:24, 60.1MB/s]
Extracting celeba...
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f49453530f0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f493f90ab70>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_height, image_width, image_channels), name='real_inputs')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='z_inputs')
learn_rate = tf.placeholder(tf.float32, name='learning_rate')
return inputs_real, inputs_z, learn_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
strides = 2
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3
layer1 = tf.layers.conv2d(images, 64, 5, strides=strides, padding='same')
relu1 = tf.maximum(0.18 * layer1, layer1)
# 14x14x64
layer2 = tf.layers.conv2d(relu1, 128, 5, strides=strides, padding='same')
normalised2 = tf.layers.batch_normalization(layer2, training=True)
relu2 = tf.maximum(0.18 * normalised2, normalised2)
# 7x7x128
layer3 = tf.layers.conv2d(relu2, 256, 5, strides=strides, padding='same')
normalised3 = tf.layers.batch_normalization(layer3, training=True)
relu3 = tf.maximum(0.18 * normalised3, normalised3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha = 0.02):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator', reuse = not is_train):
layer1 = tf.layers.dense(z, 7*7*256)
layer1 = tf.reshape(layer1, (-1, 7, 7, 256))
layer1 = tf.layers.batch_normalization(layer1, training=is_train)
layer1 = tf.maximum(alpha * layer1, layer1)
layer2 = tf.layers.conv2d_transpose(layer1, 128, 5, strides=2, padding='same')
layer2 = tf.layers.batch_normalization(layer2, training=is_train)
layer2 = tf.maximum(alpha * layer2, layer2)
layer3 = tf.layers.conv2d_transpose(layer2, 64, 5, strides=2, padding='same')
layer3 = tf.layers.batch_normalization(layer3, training=is_train)
layer3 = tf.maximum(alpha * layer3, layer3)
logits = tf.layers.conv2d_transpose(layer3, out_channel_dim, 3, strides=1, padding='same')
return tf.tanh(logits)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# Calculate losses
generator_model = generator(input_z, out_channel_dim, is_train=True)
discriminator_model_real, discriminator_logits_real = discriminator(input_real, reuse=False)
# Fake output generated by the generator model
discriminator_model_fake, discriminator_logits_fake = discriminator(generator_model, reuse=True)
# Discriminator loss
discriminator_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_real, labels = tf.ones_like(discriminator_model_real) * 0.9))
discriminator_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_fake, labels = tf.zeros_like(discriminator_model_fake)))
discriminator_loss = discriminator_loss_fake + discriminator_loss_real
# Generator loss
generator_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_fake, labels = tf.ones_like(discriminator_model_fake)))
return discriminator_loss, generator_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# Get the trainable_variables, split into Generator and Discriminator parts
t_vars = tf.trainable_variables()
g_vars = [var for var in t_vars if var.name.startswith('generator')]
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
all_update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
g_update_ops = [var for var in all_update_ops if var.name.startswith('generator')]
d_update_ops = [var for var in all_update_ops if var.name.startswith('discriminator')]
with tf.control_dependencies(d_update_ops):
d_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(d_loss, var_list=d_vars)
with tf.control_dependencies(g_update_ops):
g_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
losses = []
steps = 0
n_images = 9
_, image_width, image_height, image_channels = data_shape
input_real, input_z , learning_rate_pl = model_inputs(image_width,image_height,image_channels,z_dim)
d_loss, g_loss = model_loss(input_real, input_z, image_channels)
d_opt, g_opt = model_opt(d_loss, g_loss,learning_rate_pl, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps = steps + 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
batch_images = batch_images * 2.0
_ = sess.run(d_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
_ = sess.run(g_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
if steps % 5 == 0 :
train_loss_d = d_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
train_loss_g = g_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
print("Epoch {}/{} ___ ".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f} ___".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % 50 == 0:
show_generator_output(sess,n_images,input_z,image_channels,data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 128
learning_rate = 0.0002
beta1 = 0.4
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2 ___ Discriminator Loss: 2.1114 ___ Generator Loss: 0.2357 Epoch 1/2 ___ Discriminator Loss: 1.1770 ___ Generator Loss: 0.7391 Epoch 1/2 ___ Discriminator Loss: 5.0926 ___ Generator Loss: 0.0138 Epoch 1/2 ___ Discriminator Loss: 3.1944 ___ Generator Loss: 0.0872 Epoch 1/2 ___ Discriminator Loss: 3.2800 ___ Generator Loss: 0.1547 Epoch 1/2 ___ Discriminator Loss: 3.4413 ___ Generator Loss: 0.0843 Epoch 1/2 ___ Discriminator Loss: 3.0455 ___ Generator Loss: 0.0904 Epoch 1/2 ___ Discriminator Loss: 2.3452 ___ Generator Loss: 0.2403 Epoch 1/2 ___ Discriminator Loss: 3.4094 ___ Generator Loss: 0.0810 Epoch 1/2 ___ Discriminator Loss: 1.5583 ___ Generator Loss: 1.1792
Epoch 1/2 ___ Discriminator Loss: 2.0913 ___ Generator Loss: 0.4434 Epoch 1/2 ___ Discriminator Loss: 2.3582 ___ Generator Loss: 0.1786 Epoch 1/2 ___ Discriminator Loss: 1.5382 ___ Generator Loss: 0.5663 Epoch 1/2 ___ Discriminator Loss: 1.8014 ___ Generator Loss: 0.3659 Epoch 1/2 ___ Discriminator Loss: 1.9819 ___ Generator Loss: 0.3340 Epoch 1/2 ___ Discriminator Loss: 2.5919 ___ Generator Loss: 0.1277 Epoch 1/2 ___ Discriminator Loss: 2.0752 ___ Generator Loss: 0.3912 Epoch 1/2 ___ Discriminator Loss: 1.7728 ___ Generator Loss: 0.3194 Epoch 1/2 ___ Discriminator Loss: 2.0701 ___ Generator Loss: 0.2281 Epoch 1/2 ___ Discriminator Loss: 1.5974 ___ Generator Loss: 0.5544
Epoch 1/2 ___ Discriminator Loss: 1.7104 ___ Generator Loss: 0.7513 Epoch 1/2 ___ Discriminator Loss: 1.9677 ___ Generator Loss: 0.5165 Epoch 1/2 ___ Discriminator Loss: 2.1239 ___ Generator Loss: 0.2330 Epoch 1/2 ___ Discriminator Loss: 1.9246 ___ Generator Loss: 0.2660 Epoch 1/2 ___ Discriminator Loss: 1.9095 ___ Generator Loss: 0.2986 Epoch 1/2 ___ Discriminator Loss: 1.6222 ___ Generator Loss: 0.4150 Epoch 1/2 ___ Discriminator Loss: 1.5258 ___ Generator Loss: 0.5164 Epoch 1/2 ___ Discriminator Loss: 1.6377 ___ Generator Loss: 0.4142 Epoch 1/2 ___ Discriminator Loss: 2.6664 ___ Generator Loss: 0.1241 Epoch 1/2 ___ Discriminator Loss: 1.5991 ___ Generator Loss: 0.4401
Epoch 1/2 ___ Discriminator Loss: 2.2382 ___ Generator Loss: 0.1928 Epoch 1/2 ___ Discriminator Loss: 1.6265 ___ Generator Loss: 0.4914 Epoch 1/2 ___ Discriminator Loss: 1.5186 ___ Generator Loss: 0.5889 Epoch 1/2 ___ Discriminator Loss: 1.4295 ___ Generator Loss: 0.5194 Epoch 1/2 ___ Discriminator Loss: 1.3697 ___ Generator Loss: 1.7076 Epoch 1/2 ___ Discriminator Loss: 1.3606 ___ Generator Loss: 1.0024 Epoch 1/2 ___ Discriminator Loss: 1.2288 ___ Generator Loss: 0.6911 Epoch 1/2 ___ Discriminator Loss: 1.6331 ___ Generator Loss: 0.4162 Epoch 1/2 ___ Discriminator Loss: 1.5688 ___ Generator Loss: 0.5097 Epoch 1/2 ___ Discriminator Loss: 1.9374 ___ Generator Loss: 0.2496
Epoch 1/2 ___ Discriminator Loss: 1.0880 ___ Generator Loss: 0.9769 Epoch 1/2 ___ Discriminator Loss: 1.7290 ___ Generator Loss: 0.3285 Epoch 1/2 ___ Discriminator Loss: 1.1737 ___ Generator Loss: 1.0552 Epoch 1/2 ___ Discriminator Loss: 1.4172 ___ Generator Loss: 0.5261 Epoch 1/2 ___ Discriminator Loss: 1.5490 ___ Generator Loss: 0.4258 Epoch 1/2 ___ Discriminator Loss: 1.3021 ___ Generator Loss: 0.5786 Epoch 1/2 ___ Discriminator Loss: 1.2429 ___ Generator Loss: 0.7092 Epoch 1/2 ___ Discriminator Loss: 1.2408 ___ Generator Loss: 0.7212 Epoch 1/2 ___ Discriminator Loss: 1.1197 ___ Generator Loss: 0.7963 Epoch 1/2 ___ Discriminator Loss: 1.2655 ___ Generator Loss: 0.9124
Epoch 1/2 ___ Discriminator Loss: 1.2771 ___ Generator Loss: 0.6031 Epoch 1/2 ___ Discriminator Loss: 1.2747 ___ Generator Loss: 0.8805 Epoch 1/2 ___ Discriminator Loss: 1.2936 ___ Generator Loss: 0.6056 Epoch 1/2 ___ Discriminator Loss: 1.2145 ___ Generator Loss: 0.6432 Epoch 1/2 ___ Discriminator Loss: 1.3478 ___ Generator Loss: 0.5246 Epoch 1/2 ___ Discriminator Loss: 1.1239 ___ Generator Loss: 0.6819 Epoch 1/2 ___ Discriminator Loss: 0.9678 ___ Generator Loss: 0.9714 Epoch 1/2 ___ Discriminator Loss: 0.9433 ___ Generator Loss: 1.0817 Epoch 1/2 ___ Discriminator Loss: 0.9903 ___ Generator Loss: 1.0507 Epoch 1/2 ___ Discriminator Loss: 1.1844 ___ Generator Loss: 0.6612
Epoch 1/2 ___ Discriminator Loss: 0.9953 ___ Generator Loss: 0.8497 Epoch 1/2 ___ Discriminator Loss: 1.1875 ___ Generator Loss: 0.7035 Epoch 1/2 ___ Discriminator Loss: 1.7732 ___ Generator Loss: 0.3380 Epoch 1/2 ___ Discriminator Loss: 1.4566 ___ Generator Loss: 0.5422 Epoch 1/2 ___ Discriminator Loss: 1.2125 ___ Generator Loss: 1.9829 Epoch 1/2 ___ Discriminator Loss: 1.3067 ___ Generator Loss: 0.6639 Epoch 1/2 ___ Discriminator Loss: 1.9025 ___ Generator Loss: 0.3061 Epoch 1/2 ___ Discriminator Loss: 1.0661 ___ Generator Loss: 0.8882 Epoch 1/2 ___ Discriminator Loss: 0.9476 ___ Generator Loss: 1.5206 Epoch 1/2 ___ Discriminator Loss: 0.7799 ___ Generator Loss: 1.3640
Epoch 1/2 ___ Discriminator Loss: 1.0742 ___ Generator Loss: 0.9457 Epoch 1/2 ___ Discriminator Loss: 0.9469 ___ Generator Loss: 1.0689 Epoch 1/2 ___ Discriminator Loss: 0.7811 ___ Generator Loss: 1.1632 Epoch 1/2 ___ Discriminator Loss: 0.8621 ___ Generator Loss: 1.3934 Epoch 1/2 ___ Discriminator Loss: 1.1276 ___ Generator Loss: 0.7182 Epoch 1/2 ___ Discriminator Loss: 0.7998 ___ Generator Loss: 1.3009 Epoch 1/2 ___ Discriminator Loss: 1.8311 ___ Generator Loss: 0.3204 Epoch 1/2 ___ Discriminator Loss: 1.0535 ___ Generator Loss: 0.7818 Epoch 1/2 ___ Discriminator Loss: 0.8295 ___ Generator Loss: 1.2334 Epoch 1/2 ___ Discriminator Loss: 0.9437 ___ Generator Loss: 0.9555
Epoch 1/2 ___ Discriminator Loss: 0.8861 ___ Generator Loss: 1.1427 Epoch 1/2 ___ Discriminator Loss: 0.8880 ___ Generator Loss: 1.5909 Epoch 1/2 ___ Discriminator Loss: 1.0501 ___ Generator Loss: 1.3823 Epoch 1/2 ___ Discriminator Loss: 1.2303 ___ Generator Loss: 0.6767 Epoch 1/2 ___ Discriminator Loss: 0.7937 ___ Generator Loss: 1.2989 Epoch 1/2 ___ Discriminator Loss: 0.8591 ___ Generator Loss: 1.2419 Epoch 1/2 ___ Discriminator Loss: 1.6704 ___ Generator Loss: 0.3672 Epoch 1/2 ___ Discriminator Loss: 0.9222 ___ Generator Loss: 1.2410 Epoch 1/2 ___ Discriminator Loss: 1.8449 ___ Generator Loss: 0.2731 Epoch 1/2 ___ Discriminator Loss: 0.9831 ___ Generator Loss: 1.0255
Epoch 1/2 ___ Discriminator Loss: 1.5715 ___ Generator Loss: 0.5262 Epoch 1/2 ___ Discriminator Loss: 1.3602 ___ Generator Loss: 0.6627 Epoch 1/2 ___ Discriminator Loss: 1.4628 ___ Generator Loss: 0.5690 Epoch 1/2 ___ Discriminator Loss: 1.6010 ___ Generator Loss: 0.3979 Epoch 1/2 ___ Discriminator Loss: 1.1763 ___ Generator Loss: 0.7203 Epoch 1/2 ___ Discriminator Loss: 0.6930 ___ Generator Loss: 2.0236 Epoch 1/2 ___ Discriminator Loss: 1.2130 ___ Generator Loss: 2.3688 Epoch 1/2 ___ Discriminator Loss: 1.4907 ___ Generator Loss: 0.5157 Epoch 1/2 ___ Discriminator Loss: 1.2774 ___ Generator Loss: 0.7240 Epoch 1/2 ___ Discriminator Loss: 0.9424 ___ Generator Loss: 1.0381
Epoch 1/2 ___ Discriminator Loss: 1.0826 ___ Generator Loss: 0.7582 Epoch 1/2 ___ Discriminator Loss: 1.4067 ___ Generator Loss: 0.5584 Epoch 1/2 ___ Discriminator Loss: 1.6530 ___ Generator Loss: 2.2177 Epoch 1/2 ___ Discriminator Loss: 1.5874 ___ Generator Loss: 0.5058 Epoch 1/2 ___ Discriminator Loss: 1.2317 ___ Generator Loss: 0.6721 Epoch 1/2 ___ Discriminator Loss: 0.8631 ___ Generator Loss: 1.8974 Epoch 1/2 ___ Discriminator Loss: 1.3966 ___ Generator Loss: 0.5995 Epoch 1/2 ___ Discriminator Loss: 0.9085 ___ Generator Loss: 1.1433 Epoch 1/2 ___ Discriminator Loss: 1.0746 ___ Generator Loss: 1.0061 Epoch 1/2 ___ Discriminator Loss: 1.8395 ___ Generator Loss: 0.3077
Epoch 1/2 ___ Discriminator Loss: 1.5338 ___ Generator Loss: 0.4394 Epoch 1/2 ___ Discriminator Loss: 1.6176 ___ Generator Loss: 0.4007 Epoch 1/2 ___ Discriminator Loss: 1.9174 ___ Generator Loss: 0.3380 Epoch 1/2 ___ Discriminator Loss: 1.3678 ___ Generator Loss: 0.5043 Epoch 1/2 ___ Discriminator Loss: 1.9720 ___ Generator Loss: 0.3360 Epoch 1/2 ___ Discriminator Loss: 1.3833 ___ Generator Loss: 0.5597 Epoch 1/2 ___ Discriminator Loss: 1.4005 ___ Generator Loss: 0.4951 Epoch 1/2 ___ Discriminator Loss: 1.1157 ___ Generator Loss: 0.9375 Epoch 1/2 ___ Discriminator Loss: 1.6589 ___ Generator Loss: 0.3614 Epoch 1/2 ___ Discriminator Loss: 1.4725 ___ Generator Loss: 0.4817
Epoch 1/2 ___ Discriminator Loss: 0.9708 ___ Generator Loss: 0.9769 Epoch 1/2 ___ Discriminator Loss: 1.9544 ___ Generator Loss: 0.3427 Epoch 1/2 ___ Discriminator Loss: 1.1108 ___ Generator Loss: 0.8274 Epoch 1/2 ___ Discriminator Loss: 1.1014 ___ Generator Loss: 1.2325 Epoch 1/2 ___ Discriminator Loss: 1.2959 ___ Generator Loss: 0.6013 Epoch 1/2 ___ Discriminator Loss: 1.4623 ___ Generator Loss: 0.5118 Epoch 1/2 ___ Discriminator Loss: 1.4419 ___ Generator Loss: 0.5567 Epoch 1/2 ___ Discriminator Loss: 1.0851 ___ Generator Loss: 1.2226 Epoch 1/2 ___ Discriminator Loss: 1.6645 ___ Generator Loss: 0.3611 Epoch 1/2 ___ Discriminator Loss: 1.4211 ___ Generator Loss: 0.6262
Epoch 1/2 ___ Discriminator Loss: 1.0001 ___ Generator Loss: 0.9203 Epoch 1/2 ___ Discriminator Loss: 1.3293 ___ Generator Loss: 0.5534 Epoch 1/2 ___ Discriminator Loss: 1.3873 ___ Generator Loss: 0.5476 Epoch 1/2 ___ Discriminator Loss: 1.3297 ___ Generator Loss: 0.5973 Epoch 1/2 ___ Discriminator Loss: 1.5313 ___ Generator Loss: 0.4321 Epoch 1/2 ___ Discriminator Loss: 1.7978 ___ Generator Loss: 0.3432 Epoch 1/2 ___ Discriminator Loss: 1.1967 ___ Generator Loss: 0.8178 Epoch 1/2 ___ Discriminator Loss: 1.0906 ___ Generator Loss: 1.0197 Epoch 1/2 ___ Discriminator Loss: 1.0072 ___ Generator Loss: 1.2724 Epoch 1/2 ___ Discriminator Loss: 1.1229 ___ Generator Loss: 0.9619
Epoch 1/2 ___ Discriminator Loss: 1.2565 ___ Generator Loss: 0.6685 Epoch 1/2 ___ Discriminator Loss: 1.1734 ___ Generator Loss: 0.7112 Epoch 1/2 ___ Discriminator Loss: 1.0781 ___ Generator Loss: 0.9163 Epoch 1/2 ___ Discriminator Loss: 1.1026 ___ Generator Loss: 1.2449 Epoch 1/2 ___ Discriminator Loss: 1.6679 ___ Generator Loss: 0.3782 Epoch 1/2 ___ Discriminator Loss: 1.1436 ___ Generator Loss: 0.6989 Epoch 1/2 ___ Discriminator Loss: 1.0914 ___ Generator Loss: 0.9533 Epoch 1/2 ___ Discriminator Loss: 1.0419 ___ Generator Loss: 0.9633 Epoch 1/2 ___ Discriminator Loss: 1.1837 ___ Generator Loss: 0.8210 Epoch 1/2 ___ Discriminator Loss: 1.5303 ___ Generator Loss: 0.4859
Epoch 1/2 ___ Discriminator Loss: 1.2294 ___ Generator Loss: 0.7180 Epoch 1/2 ___ Discriminator Loss: 1.1778 ___ Generator Loss: 0.7050 Epoch 1/2 ___ Discriminator Loss: 1.5436 ___ Generator Loss: 0.3822 Epoch 1/2 ___ Discriminator Loss: 0.9854 ___ Generator Loss: 1.0608 Epoch 1/2 ___ Discriminator Loss: 1.1627 ___ Generator Loss: 0.7185 Epoch 1/2 ___ Discriminator Loss: 1.1509 ___ Generator Loss: 1.0132 Epoch 1/2 ___ Discriminator Loss: 1.0516 ___ Generator Loss: 1.2595 Epoch 1/2 ___ Discriminator Loss: 1.3572 ___ Generator Loss: 0.6563 Epoch 1/2 ___ Discriminator Loss: 1.5196 ___ Generator Loss: 0.4465 Epoch 1/2 ___ Discriminator Loss: 1.3008 ___ Generator Loss: 0.6849
Epoch 1/2 ___ Discriminator Loss: 1.6258 ___ Generator Loss: 0.4048 Epoch 1/2 ___ Discriminator Loss: 1.4286 ___ Generator Loss: 0.5252 Epoch 1/2 ___ Discriminator Loss: 1.2625 ___ Generator Loss: 0.6121 Epoch 1/2 ___ Discriminator Loss: 0.9863 ___ Generator Loss: 1.0303 Epoch 1/2 ___ Discriminator Loss: 1.2875 ___ Generator Loss: 0.7325 Epoch 1/2 ___ Discriminator Loss: 1.2222 ___ Generator Loss: 0.6883 Epoch 1/2 ___ Discriminator Loss: 1.0042 ___ Generator Loss: 1.0008 Epoch 1/2 ___ Discriminator Loss: 0.9058 ___ Generator Loss: 1.6009 Epoch 1/2 ___ Discriminator Loss: 1.4872 ___ Generator Loss: 0.4224 Epoch 1/2 ___ Discriminator Loss: 1.4586 ___ Generator Loss: 0.4685
Epoch 1/2 ___ Discriminator Loss: 1.5180 ___ Generator Loss: 0.4526 Epoch 1/2 ___ Discriminator Loss: 1.6358 ___ Generator Loss: 0.3900 Epoch 1/2 ___ Discriminator Loss: 1.1648 ___ Generator Loss: 0.7606 Epoch 1/2 ___ Discriminator Loss: 1.2633 ___ Generator Loss: 0.5940 Epoch 1/2 ___ Discriminator Loss: 1.0151 ___ Generator Loss: 0.8823 Epoch 1/2 ___ Discriminator Loss: 1.4397 ___ Generator Loss: 0.4937 Epoch 1/2 ___ Discriminator Loss: 1.2027 ___ Generator Loss: 0.6679 Epoch 1/2 ___ Discriminator Loss: 1.2871 ___ Generator Loss: 0.5912 Epoch 1/2 ___ Discriminator Loss: 0.9012 ___ Generator Loss: 1.2656 Epoch 1/2 ___ Discriminator Loss: 1.1157 ___ Generator Loss: 0.8809
Epoch 1/2 ___ Discriminator Loss: 1.5381 ___ Generator Loss: 0.4073 Epoch 1/2 ___ Discriminator Loss: 1.1987 ___ Generator Loss: 0.7273 Epoch 1/2 ___ Discriminator Loss: 1.6166 ___ Generator Loss: 0.3803 Epoch 1/2 ___ Discriminator Loss: 1.7357 ___ Generator Loss: 0.3078 Epoch 1/2 ___ Discriminator Loss: 1.0976 ___ Generator Loss: 0.8260 Epoch 1/2 ___ Discriminator Loss: 1.4979 ___ Generator Loss: 0.4355 Epoch 1/2 ___ Discriminator Loss: 0.8784 ___ Generator Loss: 1.2123 Epoch 1/2 ___ Discriminator Loss: 1.3630 ___ Generator Loss: 0.5608 Epoch 1/2 ___ Discriminator Loss: 1.5158 ___ Generator Loss: 0.4330 Epoch 1/2 ___ Discriminator Loss: 1.0776 ___ Generator Loss: 0.9040
Epoch 1/2 ___ Discriminator Loss: 1.4874 ___ Generator Loss: 0.4565 Epoch 1/2 ___ Discriminator Loss: 1.2374 ___ Generator Loss: 0.6278 Epoch 1/2 ___ Discriminator Loss: 1.0847 ___ Generator Loss: 0.7996 Epoch 1/2 ___ Discriminator Loss: 1.1592 ___ Generator Loss: 1.2332 Epoch 1/2 ___ Discriminator Loss: 1.2257 ___ Generator Loss: 0.6853 Epoch 1/2 ___ Discriminator Loss: 1.3474 ___ Generator Loss: 0.9667 Epoch 1/2 ___ Discriminator Loss: 1.0060 ___ Generator Loss: 1.0673 Epoch 1/2 ___ Discriminator Loss: 1.4823 ___ Generator Loss: 0.4502 Epoch 1/2 ___ Discriminator Loss: 1.1256 ___ Generator Loss: 0.7836 Epoch 1/2 ___ Discriminator Loss: 1.1951 ___ Generator Loss: 1.5062
Epoch 1/2 ___ Discriminator Loss: 1.6180 ___ Generator Loss: 0.3866 Epoch 1/2 ___ Discriminator Loss: 0.7196 ___ Generator Loss: 1.5884 Epoch 1/2 ___ Discriminator Loss: 1.6728 ___ Generator Loss: 0.4127 Epoch 1/2 ___ Discriminator Loss: 0.9853 ___ Generator Loss: 1.0742 Epoch 1/2 ___ Discriminator Loss: 1.2636 ___ Generator Loss: 0.8943 Epoch 1/2 ___ Discriminator Loss: 1.2507 ___ Generator Loss: 0.8124 Epoch 1/2 ___ Discriminator Loss: 1.3821 ___ Generator Loss: 0.5362 Epoch 1/2 ___ Discriminator Loss: 1.0195 ___ Generator Loss: 1.0851 Epoch 1/2 ___ Discriminator Loss: 1.4057 ___ Generator Loss: 0.7124 Epoch 1/2 ___ Discriminator Loss: 1.5024 ___ Generator Loss: 0.6358
Epoch 1/2 ___ Discriminator Loss: 1.1483 ___ Generator Loss: 0.7480 Epoch 1/2 ___ Discriminator Loss: 1.1525 ___ Generator Loss: 0.8317 Epoch 1/2 ___ Discriminator Loss: 1.1547 ___ Generator Loss: 0.8494 Epoch 1/2 ___ Discriminator Loss: 0.9925 ___ Generator Loss: 1.0474 Epoch 1/2 ___ Discriminator Loss: 1.0319 ___ Generator Loss: 1.0929 Epoch 1/2 ___ Discriminator Loss: 1.5807 ___ Generator Loss: 0.4017 Epoch 1/2 ___ Discriminator Loss: 1.2545 ___ Generator Loss: 0.6259 Epoch 1/2 ___ Discriminator Loss: 1.4348 ___ Generator Loss: 0.5237 Epoch 1/2 ___ Discriminator Loss: 1.1611 ___ Generator Loss: 0.8883 Epoch 1/2 ___ Discriminator Loss: 1.0255 ___ Generator Loss: 0.9813
Epoch 1/2 ___ Discriminator Loss: 1.5652 ___ Generator Loss: 0.4353 Epoch 1/2 ___ Discriminator Loss: 1.0635 ___ Generator Loss: 1.1367 Epoch 1/2 ___ Discriminator Loss: 1.1882 ___ Generator Loss: 0.6666 Epoch 1/2 ___ Discriminator Loss: 0.9430 ___ Generator Loss: 0.9449 Epoch 1/2 ___ Discriminator Loss: 0.9478 ___ Generator Loss: 0.8913 Epoch 1/2 ___ Discriminator Loss: 0.9508 ___ Generator Loss: 1.0543 Epoch 1/2 ___ Discriminator Loss: 1.0894 ___ Generator Loss: 0.9954 Epoch 1/2 ___ Discriminator Loss: 1.7005 ___ Generator Loss: 0.3520 Epoch 1/2 ___ Discriminator Loss: 1.0215 ___ Generator Loss: 1.0006 Epoch 1/2 ___ Discriminator Loss: 1.0804 ___ Generator Loss: 0.8181
Epoch 1/2 ___ Discriminator Loss: 1.6135 ___ Generator Loss: 0.3937 Epoch 1/2 ___ Discriminator Loss: 1.2679 ___ Generator Loss: 0.6272 Epoch 1/2 ___ Discriminator Loss: 1.2756 ___ Generator Loss: 0.6151 Epoch 1/2 ___ Discriminator Loss: 1.5450 ___ Generator Loss: 0.3945 Epoch 1/2 ___ Discriminator Loss: 1.1761 ___ Generator Loss: 1.3100 Epoch 1/2 ___ Discriminator Loss: 1.0158 ___ Generator Loss: 1.0825 Epoch 1/2 ___ Discriminator Loss: 1.5690 ___ Generator Loss: 0.3848 Epoch 1/2 ___ Discriminator Loss: 1.2040 ___ Generator Loss: 0.7265 Epoch 1/2 ___ Discriminator Loss: 1.1380 ___ Generator Loss: 0.7604 Epoch 1/2 ___ Discriminator Loss: 1.1553 ___ Generator Loss: 0.7314
Epoch 1/2 ___ Discriminator Loss: 1.0399 ___ Generator Loss: 0.8711 Epoch 1/2 ___ Discriminator Loss: 0.9873 ___ Generator Loss: 0.8973 Epoch 1/2 ___ Discriminator Loss: 1.1726 ___ Generator Loss: 0.6449 Epoch 1/2 ___ Discriminator Loss: 1.1150 ___ Generator Loss: 1.2588 Epoch 1/2 ___ Discriminator Loss: 1.0037 ___ Generator Loss: 0.9748 Epoch 1/2 ___ Discriminator Loss: 1.1409 ___ Generator Loss: 0.7597 Epoch 1/2 ___ Discriminator Loss: 0.9668 ___ Generator Loss: 0.9825 Epoch 1/2 ___ Discriminator Loss: 1.8030 ___ Generator Loss: 0.3212 Epoch 1/2 ___ Discriminator Loss: 0.9444 ___ Generator Loss: 1.2658 Epoch 1/2 ___ Discriminator Loss: 0.8736 ___ Generator Loss: 1.1363
Epoch 1/2 ___ Discriminator Loss: 0.9771 ___ Generator Loss: 1.2062 Epoch 1/2 ___ Discriminator Loss: 1.0099 ___ Generator Loss: 1.1529 Epoch 1/2 ___ Discriminator Loss: 1.6027 ___ Generator Loss: 0.3649 Epoch 1/2 ___ Discriminator Loss: 1.7390 ___ Generator Loss: 0.3301 Epoch 1/2 ___ Discriminator Loss: 0.9469 ___ Generator Loss: 1.0772 Epoch 1/2 ___ Discriminator Loss: 1.0904 ___ Generator Loss: 0.8586 Epoch 1/2 ___ Discriminator Loss: 1.1585 ___ Generator Loss: 0.6838 Epoch 1/2 ___ Discriminator Loss: 1.2435 ___ Generator Loss: 1.3300 Epoch 1/2 ___ Discriminator Loss: 1.5142 ___ Generator Loss: 0.4394 Epoch 1/2 ___ Discriminator Loss: 1.3083 ___ Generator Loss: 0.6613
Epoch 1/2 ___ Discriminator Loss: 1.0547 ___ Generator Loss: 1.8353 Epoch 1/2 ___ Discriminator Loss: 1.1094 ___ Generator Loss: 0.8187 Epoch 1/2 ___ Discriminator Loss: 0.9785 ___ Generator Loss: 0.9870 Epoch 1/2 ___ Discriminator Loss: 1.5601 ___ Generator Loss: 0.4138 Epoch 1/2 ___ Discriminator Loss: 1.4212 ___ Generator Loss: 0.5173 Epoch 1/2 ___ Discriminator Loss: 1.2012 ___ Generator Loss: 0.7149 Epoch 1/2 ___ Discriminator Loss: 1.2280 ___ Generator Loss: 0.6546 Epoch 1/2 ___ Discriminator Loss: 1.0110 ___ Generator Loss: 0.9590 Epoch 1/2 ___ Discriminator Loss: 1.0783 ___ Generator Loss: 0.7176 Epoch 1/2 ___ Discriminator Loss: 1.0230 ___ Generator Loss: 0.8560
Epoch 1/2 ___ Discriminator Loss: 1.0907 ___ Generator Loss: 1.0743 Epoch 1/2 ___ Discriminator Loss: 1.5194 ___ Generator Loss: 0.4383 Epoch 1/2 ___ Discriminator Loss: 0.8625 ___ Generator Loss: 1.3630 Epoch 1/2 ___ Discriminator Loss: 1.3293 ___ Generator Loss: 0.5128 Epoch 1/2 ___ Discriminator Loss: 1.6052 ___ Generator Loss: 0.3990 Epoch 1/2 ___ Discriminator Loss: 1.4491 ___ Generator Loss: 0.4455 Epoch 1/2 ___ Discriminator Loss: 1.4651 ___ Generator Loss: 0.4633 Epoch 1/2 ___ Discriminator Loss: 0.8636 ___ Generator Loss: 1.2807 Epoch 1/2 ___ Discriminator Loss: 0.8814 ___ Generator Loss: 1.1297 Epoch 1/2 ___ Discriminator Loss: 1.1120 ___ Generator Loss: 0.6755
Epoch 1/2 ___ Discriminator Loss: 1.1876 ___ Generator Loss: 0.6855 Epoch 1/2 ___ Discriminator Loss: 1.0483 ___ Generator Loss: 0.7909 Epoch 1/2 ___ Discriminator Loss: 1.0222 ___ Generator Loss: 0.9620 Epoch 1/2 ___ Discriminator Loss: 1.4368 ___ Generator Loss: 0.4857 Epoch 1/2 ___ Discriminator Loss: 2.2454 ___ Generator Loss: 0.2222 Epoch 1/2 ___ Discriminator Loss: 1.3225 ___ Generator Loss: 0.8802 Epoch 1/2 ___ Discriminator Loss: 0.9116 ___ Generator Loss: 1.1838 Epoch 1/2 ___ Discriminator Loss: 1.1802 ___ Generator Loss: 0.6348 Epoch 1/2 ___ Discriminator Loss: 0.7950 ___ Generator Loss: 1.4143 Epoch 1/2 ___ Discriminator Loss: 0.9523 ___ Generator Loss: 0.9571
Epoch 1/2 ___ Discriminator Loss: 1.4311 ___ Generator Loss: 0.5081 Epoch 1/2 ___ Discriminator Loss: 1.2008 ___ Generator Loss: 0.6415 Epoch 1/2 ___ Discriminator Loss: 1.0274 ___ Generator Loss: 1.8813 Epoch 1/2 ___ Discriminator Loss: 1.3009 ___ Generator Loss: 0.6255 Epoch 1/2 ___ Discriminator Loss: 1.1920 ___ Generator Loss: 0.6851 Epoch 1/2 ___ Discriminator Loss: 1.1215 ___ Generator Loss: 0.7357 Epoch 1/2 ___ Discriminator Loss: 1.0527 ___ Generator Loss: 1.0976 Epoch 1/2 ___ Discriminator Loss: 0.9195 ___ Generator Loss: 1.0316 Epoch 1/2 ___ Discriminator Loss: 0.8508 ___ Generator Loss: 1.7723 Epoch 1/2 ___ Discriminator Loss: 1.1294 ___ Generator Loss: 0.7163
Epoch 1/2 ___ Discriminator Loss: 0.9950 ___ Generator Loss: 0.9018 Epoch 1/2 ___ Discriminator Loss: 1.0061 ___ Generator Loss: 1.0756 Epoch 1/2 ___ Discriminator Loss: 0.9526 ___ Generator Loss: 0.9195 Epoch 1/2 ___ Discriminator Loss: 0.9507 ___ Generator Loss: 0.9046 Epoch 1/2 ___ Discriminator Loss: 0.9965 ___ Generator Loss: 0.8787 Epoch 1/2 ___ Discriminator Loss: 1.0863 ___ Generator Loss: 0.7174 Epoch 1/2 ___ Discriminator Loss: 1.3786 ___ Generator Loss: 0.5660 Epoch 1/2 ___ Discriminator Loss: 1.4043 ___ Generator Loss: 0.5707 Epoch 1/2 ___ Discriminator Loss: 0.8198 ___ Generator Loss: 1.1105 Epoch 1/2 ___ Discriminator Loss: 2.6139 ___ Generator Loss: 0.1744
Epoch 1/2 ___ Discriminator Loss: 1.2997 ___ Generator Loss: 0.6588 Epoch 1/2 ___ Discriminator Loss: 1.4402 ___ Generator Loss: 0.5309 Epoch 1/2 ___ Discriminator Loss: 1.1077 ___ Generator Loss: 0.7592 Epoch 1/2 ___ Discriminator Loss: 1.3313 ___ Generator Loss: 0.5496 Epoch 1/2 ___ Discriminator Loss: 1.3451 ___ Generator Loss: 0.5502 Epoch 1/2 ___ Discriminator Loss: 1.1335 ___ Generator Loss: 0.7370 Epoch 1/2 ___ Discriminator Loss: 1.2414 ___ Generator Loss: 0.7205 Epoch 1/2 ___ Discriminator Loss: 0.8763 ___ Generator Loss: 1.1361 Epoch 1/2 ___ Discriminator Loss: 1.1048 ___ Generator Loss: 0.7868 Epoch 1/2 ___ Discriminator Loss: 1.0687 ___ Generator Loss: 0.8173
Epoch 1/2 ___ Discriminator Loss: 1.1894 ___ Generator Loss: 0.7226 Epoch 1/2 ___ Discriminator Loss: 1.1245 ___ Generator Loss: 0.7761 Epoch 1/2 ___ Discriminator Loss: 1.0024 ___ Generator Loss: 0.9239 Epoch 1/2 ___ Discriminator Loss: 0.9198 ___ Generator Loss: 2.3493 Epoch 1/2 ___ Discriminator Loss: 1.3487 ___ Generator Loss: 0.5347 Epoch 1/2 ___ Discriminator Loss: 0.7701 ___ Generator Loss: 1.1978 Epoch 1/2 ___ Discriminator Loss: 1.8258 ___ Generator Loss: 0.3029 Epoch 1/2 ___ Discriminator Loss: 0.9796 ___ Generator Loss: 2.3818 Epoch 1/2 ___ Discriminator Loss: 1.1507 ___ Generator Loss: 0.7228 Epoch 1/2 ___ Discriminator Loss: 1.1245 ___ Generator Loss: 0.8201
Epoch 1/2 ___ Discriminator Loss: 0.9487 ___ Generator Loss: 1.0417 Epoch 1/2 ___ Discriminator Loss: 1.3600 ___ Generator Loss: 0.5061 Epoch 1/2 ___ Discriminator Loss: 0.8964 ___ Generator Loss: 1.6311 Epoch 1/2 ___ Discriminator Loss: 0.8471 ___ Generator Loss: 1.1782 Epoch 1/2 ___ Discriminator Loss: 2.8559 ___ Generator Loss: 0.1628 Epoch 1/2 ___ Discriminator Loss: 0.8747 ___ Generator Loss: 1.1667 Epoch 1/2 ___ Discriminator Loss: 0.9502 ___ Generator Loss: 1.0976 Epoch 1/2 ___ Discriminator Loss: 1.2236 ___ Generator Loss: 0.5998 Epoch 1/2 ___ Discriminator Loss: 1.1293 ___ Generator Loss: 0.7736 Epoch 1/2 ___ Discriminator Loss: 0.8995 ___ Generator Loss: 1.0926
Epoch 1/2 ___ Discriminator Loss: 1.2275 ___ Generator Loss: 0.5981 Epoch 1/2 ___ Discriminator Loss: 1.6106 ___ Generator Loss: 0.4355 Epoch 1/2 ___ Discriminator Loss: 1.1123 ___ Generator Loss: 0.8591 Epoch 1/2 ___ Discriminator Loss: 1.2267 ___ Generator Loss: 0.5586 Epoch 1/2 ___ Discriminator Loss: 2.1719 ___ Generator Loss: 0.2617 Epoch 1/2 ___ Discriminator Loss: 1.0259 ___ Generator Loss: 0.8422 Epoch 1/2 ___ Discriminator Loss: 0.9319 ___ Generator Loss: 1.1659 Epoch 1/2 ___ Discriminator Loss: 1.2408 ___ Generator Loss: 0.6390 Epoch 1/2 ___ Discriminator Loss: 0.8434 ___ Generator Loss: 1.0469 Epoch 1/2 ___ Discriminator Loss: 1.4480 ___ Generator Loss: 0.4626
Epoch 1/2 ___ Discriminator Loss: 0.9116 ___ Generator Loss: 1.0755 Epoch 1/2 ___ Discriminator Loss: 1.1633 ___ Generator Loss: 0.8184 Epoch 1/2 ___ Discriminator Loss: 1.0375 ___ Generator Loss: 0.8808 Epoch 1/2 ___ Discriminator Loss: 0.9930 ___ Generator Loss: 0.8982 Epoch 1/2 ___ Discriminator Loss: 1.6652 ___ Generator Loss: 0.3311 Epoch 1/2 ___ Discriminator Loss: 0.8293 ___ Generator Loss: 1.3464 Epoch 1/2 ___ Discriminator Loss: 0.7751 ___ Generator Loss: 1.1816 Epoch 1/2 ___ Discriminator Loss: 0.8660 ___ Generator Loss: 1.0204 Epoch 1/2 ___ Discriminator Loss: 0.9731 ___ Generator Loss: 1.3884 Epoch 1/2 ___ Discriminator Loss: 0.9857 ___ Generator Loss: 0.8167
Epoch 1/2 ___ Discriminator Loss: 1.6237 ___ Generator Loss: 0.3694 Epoch 1/2 ___ Discriminator Loss: 1.3565 ___ Generator Loss: 0.5622 Epoch 1/2 ___ Discriminator Loss: 0.8992 ___ Generator Loss: 1.0361 Epoch 1/2 ___ Discriminator Loss: 0.9968 ___ Generator Loss: 1.1044 Epoch 1/2 ___ Discriminator Loss: 0.8214 ___ Generator Loss: 1.0626 Epoch 1/2 ___ Discriminator Loss: 0.8648 ___ Generator Loss: 1.1493 Epoch 1/2 ___ Discriminator Loss: 1.0401 ___ Generator Loss: 0.7480 Epoch 1/2 ___ Discriminator Loss: 0.8505 ___ Generator Loss: 1.1249 Epoch 1/2 ___ Discriminator Loss: 0.9618 ___ Generator Loss: 0.9747 Epoch 1/2 ___ Discriminator Loss: 1.4364 ___ Generator Loss: 0.5562
Epoch 1/2 ___ Discriminator Loss: 1.3392 ___ Generator Loss: 0.5818 Epoch 1/2 ___ Discriminator Loss: 1.4390 ___ Generator Loss: 0.4785 Epoch 1/2 ___ Discriminator Loss: 1.3934 ___ Generator Loss: 0.5139 Epoch 1/2 ___ Discriminator Loss: 1.0271 ___ Generator Loss: 0.8638 Epoch 1/2 ___ Discriminator Loss: 0.9833 ___ Generator Loss: 1.7518 Epoch 1/2 ___ Discriminator Loss: 1.0066 ___ Generator Loss: 1.0564 Epoch 1/2 ___ Discriminator Loss: 0.8334 ___ Generator Loss: 1.1878 Epoch 1/2 ___ Discriminator Loss: 1.3174 ___ Generator Loss: 0.5597 Epoch 1/2 ___ Discriminator Loss: 1.4182 ___ Generator Loss: 1.7511 Epoch 1/2 ___ Discriminator Loss: 1.9086 ___ Generator Loss: 0.3068
Epoch 1/2 ___ Discriminator Loss: 0.8691 ___ Generator Loss: 1.6401 Epoch 1/2 ___ Discriminator Loss: 1.1480 ___ Generator Loss: 0.8316 Epoch 1/2 ___ Discriminator Loss: 1.1581 ___ Generator Loss: 0.8370 Epoch 1/2 ___ Discriminator Loss: 1.0166 ___ Generator Loss: 0.8886 Epoch 1/2 ___ Discriminator Loss: 1.4771 ___ Generator Loss: 0.4251 Epoch 1/2 ___ Discriminator Loss: 1.1454 ___ Generator Loss: 0.6944 Epoch 1/2 ___ Discriminator Loss: 1.0880 ___ Generator Loss: 2.5415 Epoch 1/2 ___ Discriminator Loss: 0.9689 ___ Generator Loss: 1.0914 Epoch 1/2 ___ Discriminator Loss: 0.8148 ___ Generator Loss: 1.2893 Epoch 1/2 ___ Discriminator Loss: 0.7705 ___ Generator Loss: 1.2045
Epoch 1/2 ___ Discriminator Loss: 1.1042 ___ Generator Loss: 0.6928 Epoch 1/2 ___ Discriminator Loss: 1.0302 ___ Generator Loss: 0.8487 Epoch 1/2 ___ Discriminator Loss: 0.7903 ___ Generator Loss: 1.6969 Epoch 1/2 ___ Discriminator Loss: 1.9117 ___ Generator Loss: 0.3182 Epoch 1/2 ___ Discriminator Loss: 1.6293 ___ Generator Loss: 0.3867 Epoch 1/2 ___ Discriminator Loss: 1.4498 ___ Generator Loss: 0.5220 Epoch 1/2 ___ Discriminator Loss: 0.6335 ___ Generator Loss: 1.6702 Epoch 1/2 ___ Discriminator Loss: 0.8006 ___ Generator Loss: 1.4509 Epoch 1/2 ___ Discriminator Loss: 0.9039 ___ Generator Loss: 1.0477 Epoch 1/2 ___ Discriminator Loss: 0.7380 ___ Generator Loss: 1.2602
Epoch 1/2 ___ Discriminator Loss: 1.0416 ___ Generator Loss: 1.1972 Epoch 1/2 ___ Discriminator Loss: 1.3850 ___ Generator Loss: 0.6058 Epoch 1/2 ___ Discriminator Loss: 1.0756 ___ Generator Loss: 0.8070 Epoch 1/2 ___ Discriminator Loss: 0.9338 ___ Generator Loss: 1.5441 Epoch 1/2 ___ Discriminator Loss: 0.9383 ___ Generator Loss: 0.9683 Epoch 1/2 ___ Discriminator Loss: 0.8616 ___ Generator Loss: 1.2148 Epoch 1/2 ___ Discriminator Loss: 1.6817 ___ Generator Loss: 0.3675 Epoch 1/2 ___ Discriminator Loss: 1.0398 ___ Generator Loss: 0.8664 Epoch 1/2 ___ Discriminator Loss: 0.8590 ___ Generator Loss: 1.3756 Epoch 1/2 ___ Discriminator Loss: 1.4903 ___ Generator Loss: 0.5769
Epoch 1/2 ___ Discriminator Loss: 1.0684 ___ Generator Loss: 0.8769 Epoch 1/2 ___ Discriminator Loss: 1.5591 ___ Generator Loss: 0.4096 Epoch 1/2 ___ Discriminator Loss: 1.1986 ___ Generator Loss: 0.6509 Epoch 1/2 ___ Discriminator Loss: 1.4373 ___ Generator Loss: 0.5905 Epoch 1/2 ___ Discriminator Loss: 1.8586 ___ Generator Loss: 1.8404 Epoch 1/2 ___ Discriminator Loss: 1.0529 ___ Generator Loss: 0.8221 Epoch 1/2 ___ Discriminator Loss: 0.8920 ___ Generator Loss: 0.9796 Epoch 1/2 ___ Discriminator Loss: 0.8672 ___ Generator Loss: 1.5918 Epoch 1/2 ___ Discriminator Loss: 1.2083 ___ Generator Loss: 0.6387 Epoch 1/2 ___ Discriminator Loss: 1.1004 ___ Generator Loss: 1.1971
Epoch 1/2 ___ Discriminator Loss: 1.1450 ___ Generator Loss: 0.7400 Epoch 1/2 ___ Discriminator Loss: 1.3880 ___ Generator Loss: 0.4824 Epoch 1/2 ___ Discriminator Loss: 1.0168 ___ Generator Loss: 0.9709 Epoch 1/2 ___ Discriminator Loss: 1.0933 ___ Generator Loss: 0.9293 Epoch 1/2 ___ Discriminator Loss: 1.0758 ___ Generator Loss: 0.7203 Epoch 1/2 ___ Discriminator Loss: 1.3213 ___ Generator Loss: 0.5003 Epoch 1/2 ___ Discriminator Loss: 1.0320 ___ Generator Loss: 0.8950 Epoch 1/2 ___ Discriminator Loss: 0.8918 ___ Generator Loss: 1.3294 Epoch 1/2 ___ Discriminator Loss: 0.9453 ___ Generator Loss: 0.9048 Epoch 1/2 ___ Discriminator Loss: 0.8974 ___ Generator Loss: 1.1373
Epoch 1/2 ___ Discriminator Loss: 1.0101 ___ Generator Loss: 0.8769 Epoch 1/2 ___ Discriminator Loss: 1.0787 ___ Generator Loss: 0.7704 Epoch 1/2 ___ Discriminator Loss: 0.9983 ___ Generator Loss: 0.8832 Epoch 1/2 ___ Discriminator Loss: 1.3591 ___ Generator Loss: 0.5295 Epoch 1/2 ___ Discriminator Loss: 1.7375 ___ Generator Loss: 0.3623 Epoch 1/2 ___ Discriminator Loss: 0.9330 ___ Generator Loss: 1.0976 Epoch 1/2 ___ Discriminator Loss: 0.7905 ___ Generator Loss: 1.1664 Epoch 1/2 ___ Discriminator Loss: 0.9597 ___ Generator Loss: 1.0132 Epoch 1/2 ___ Discriminator Loss: 0.9603 ___ Generator Loss: 1.0507 Epoch 1/2 ___ Discriminator Loss: 1.0045 ___ Generator Loss: 1.0078
Epoch 1/2 ___ Discriminator Loss: 1.3242 ___ Generator Loss: 0.6084 Epoch 1/2 ___ Discriminator Loss: 1.2651 ___ Generator Loss: 0.5616 Epoch 1/2 ___ Discriminator Loss: 1.1221 ___ Generator Loss: 0.7549 Epoch 1/2 ___ Discriminator Loss: 1.1175 ___ Generator Loss: 0.7181 Epoch 1/2 ___ Discriminator Loss: 0.8562 ___ Generator Loss: 1.0378 Epoch 1/2 ___ Discriminator Loss: 0.7407 ___ Generator Loss: 1.7794 Epoch 1/2 ___ Discriminator Loss: 0.8699 ___ Generator Loss: 1.0498 Epoch 1/2 ___ Discriminator Loss: 1.2353 ___ Generator Loss: 0.6233 Epoch 1/2 ___ Discriminator Loss: 0.9413 ___ Generator Loss: 1.5048 Epoch 1/2 ___ Discriminator Loss: 0.9845 ___ Generator Loss: 1.1799
Epoch 1/2 ___ Discriminator Loss: 1.5975 ___ Generator Loss: 0.3973 Epoch 1/2 ___ Discriminator Loss: 1.1622 ___ Generator Loss: 0.6330 Epoch 1/2 ___ Discriminator Loss: 0.9127 ___ Generator Loss: 2.1423 Epoch 1/2 ___ Discriminator Loss: 1.1576 ___ Generator Loss: 0.8047 Epoch 1/2 ___ Discriminator Loss: 1.2979 ___ Generator Loss: 0.5575 Epoch 1/2 ___ Discriminator Loss: 0.9422 ___ Generator Loss: 0.9483 Epoch 1/2 ___ Discriminator Loss: 0.7883 ___ Generator Loss: 1.2769 Epoch 1/2 ___ Discriminator Loss: 0.9148 ___ Generator Loss: 0.9948 Epoch 1/2 ___ Discriminator Loss: 0.9066 ___ Generator Loss: 1.4851 Epoch 1/2 ___ Discriminator Loss: 1.0431 ___ Generator Loss: 0.7779
Epoch 1/2 ___ Discriminator Loss: 0.9546 ___ Generator Loss: 0.9585 Epoch 1/2 ___ Discriminator Loss: 0.9799 ___ Generator Loss: 1.4211 Epoch 1/2 ___ Discriminator Loss: 1.0995 ___ Generator Loss: 0.8865 Epoch 1/2 ___ Discriminator Loss: 0.8960 ___ Generator Loss: 1.0027 Epoch 1/2 ___ Discriminator Loss: 1.6616 ___ Generator Loss: 2.1679 Epoch 1/2 ___ Discriminator Loss: 1.3402 ___ Generator Loss: 0.5603 Epoch 1/2 ___ Discriminator Loss: 0.9030 ___ Generator Loss: 1.1158 Epoch 1/2 ___ Discriminator Loss: 0.9762 ___ Generator Loss: 0.8778 Epoch 1/2 ___ Discriminator Loss: 1.2075 ___ Generator Loss: 0.6760 Epoch 1/2 ___ Discriminator Loss: 0.8449 ___ Generator Loss: 1.5249
Epoch 1/2 ___ Discriminator Loss: 1.0983 ___ Generator Loss: 0.8615 Epoch 1/2 ___ Discriminator Loss: 0.9868 ___ Generator Loss: 0.8939 Epoch 1/2 ___ Discriminator Loss: 0.7646 ___ Generator Loss: 1.3062 Epoch 1/2 ___ Discriminator Loss: 0.7712 ___ Generator Loss: 1.1684 Epoch 1/2 ___ Discriminator Loss: 0.8250 ___ Generator Loss: 1.2265 Epoch 1/2 ___ Discriminator Loss: 0.7091 ___ Generator Loss: 1.9665 Epoch 1/2 ___ Discriminator Loss: 0.8850 ___ Generator Loss: 1.0886 Epoch 1/2 ___ Discriminator Loss: 0.6976 ___ Generator Loss: 1.5937 Epoch 1/2 ___ Discriminator Loss: 0.8878 ___ Generator Loss: 1.0151 Epoch 1/2 ___ Discriminator Loss: 1.4859 ___ Generator Loss: 0.4424
Epoch 1/2 ___ Discriminator Loss: 1.2069 ___ Generator Loss: 0.7201 Epoch 1/2 ___ Discriminator Loss: 0.7591 ___ Generator Loss: 1.2302 Epoch 1/2 ___ Discriminator Loss: 0.9265 ___ Generator Loss: 0.9878 Epoch 1/2 ___ Discriminator Loss: 1.0534 ___ Generator Loss: 0.7793 Epoch 1/2 ___ Discriminator Loss: 1.0836 ___ Generator Loss: 1.3452 Epoch 1/2 ___ Discriminator Loss: 0.9241 ___ Generator Loss: 0.9349 Epoch 1/2 ___ Discriminator Loss: 0.8484 ___ Generator Loss: 1.5607 Epoch 1/2 ___ Discriminator Loss: 0.9112 ___ Generator Loss: 1.0100 Epoch 1/2 ___ Discriminator Loss: 1.3055 ___ Generator Loss: 0.9054 Epoch 1/2 ___ Discriminator Loss: 1.1694 ___ Generator Loss: 1.2905
Epoch 1/2 ___ Discriminator Loss: 1.7583 ___ Generator Loss: 0.3787 Epoch 1/2 ___ Discriminator Loss: 0.8797 ___ Generator Loss: 0.9926 Epoch 1/2 ___ Discriminator Loss: 1.0561 ___ Generator Loss: 0.7874 Epoch 1/2 ___ Discriminator Loss: 1.5528 ___ Generator Loss: 0.4302 Epoch 1/2 ___ Discriminator Loss: 0.9898 ___ Generator Loss: 0.8038 Epoch 1/2 ___ Discriminator Loss: 0.8100 ___ Generator Loss: 1.1974 Epoch 1/2 ___ Discriminator Loss: 1.1812 ___ Generator Loss: 0.7058 Epoch 1/2 ___ Discriminator Loss: 0.7958 ___ Generator Loss: 1.8111 Epoch 1/2 ___ Discriminator Loss: 1.2392 ___ Generator Loss: 0.7058 Epoch 1/2 ___ Discriminator Loss: 0.7496 ___ Generator Loss: 1.3124
Epoch 1/2 ___ Discriminator Loss: 1.0776 ___ Generator Loss: 0.8257 Epoch 1/2 ___ Discriminator Loss: 0.9297 ___ Generator Loss: 0.9158 Epoch 1/2 ___ Discriminator Loss: 0.6560 ___ Generator Loss: 1.5082 Epoch 1/2 ___ Discriminator Loss: 0.7730 ___ Generator Loss: 1.3092 Epoch 1/2 ___ Discriminator Loss: 0.8844 ___ Generator Loss: 1.1318 Epoch 1/2 ___ Discriminator Loss: 1.0660 ___ Generator Loss: 0.7810 Epoch 1/2 ___ Discriminator Loss: 1.0733 ___ Generator Loss: 0.7612 Epoch 1/2 ___ Discriminator Loss: 0.9914 ___ Generator Loss: 0.8530 Epoch 1/2 ___ Discriminator Loss: 0.9258 ___ Generator Loss: 1.1293 Epoch 1/2 ___ Discriminator Loss: 1.4035 ___ Generator Loss: 0.5208
Epoch 1/2 ___ Discriminator Loss: 1.3084 ___ Generator Loss: 0.5563 Epoch 1/2 ___ Discriminator Loss: 0.7154 ___ Generator Loss: 2.1628 Epoch 1/2 ___ Discriminator Loss: 0.8198 ___ Generator Loss: 1.3753 Epoch 1/2 ___ Discriminator Loss: 0.8501 ___ Generator Loss: 1.3316 Epoch 1/2 ___ Discriminator Loss: 1.3638 ___ Generator Loss: 0.5450 Epoch 1/2 ___ Discriminator Loss: 1.0730 ___ Generator Loss: 1.0066 Epoch 1/2 ___ Discriminator Loss: 1.0793 ___ Generator Loss: 0.8755 Epoch 1/2 ___ Discriminator Loss: 0.9114 ___ Generator Loss: 1.0475 Epoch 1/2 ___ Discriminator Loss: 0.8899 ___ Generator Loss: 1.0670 Epoch 1/2 ___ Discriminator Loss: 0.9071 ___ Generator Loss: 1.8813
Epoch 1/2 ___ Discriminator Loss: 1.5018 ___ Generator Loss: 0.5268 Epoch 1/2 ___ Discriminator Loss: 1.3632 ___ Generator Loss: 0.6159 Epoch 1/2 ___ Discriminator Loss: 1.2179 ___ Generator Loss: 0.6611 Epoch 1/2 ___ Discriminator Loss: 1.2581 ___ Generator Loss: 1.7558 Epoch 1/2 ___ Discriminator Loss: 1.0842 ___ Generator Loss: 0.7868 Epoch 1/2 ___ Discriminator Loss: 0.9083 ___ Generator Loss: 1.0165 Epoch 1/2 ___ Discriminator Loss: 1.0776 ___ Generator Loss: 0.8467 Epoch 1/2 ___ Discriminator Loss: 0.9060 ___ Generator Loss: 0.9923 Epoch 1/2 ___ Discriminator Loss: 1.0398 ___ Generator Loss: 2.2095 Epoch 1/2 ___ Discriminator Loss: 0.6854 ___ Generator Loss: 1.5258
Epoch 1/2 ___ Discriminator Loss: 1.0142 ___ Generator Loss: 0.9593 Epoch 1/2 ___ Discriminator Loss: 1.1562 ___ Generator Loss: 0.7748 Epoch 1/2 ___ Discriminator Loss: 0.8998 ___ Generator Loss: 1.2789 Epoch 1/2 ___ Discriminator Loss: 1.1339 ___ Generator Loss: 0.7280 Epoch 1/2 ___ Discriminator Loss: 0.9748 ___ Generator Loss: 0.8886 Epoch 1/2 ___ Discriminator Loss: 1.2621 ___ Generator Loss: 1.3619 Epoch 1/2 ___ Discriminator Loss: 1.5089 ___ Generator Loss: 0.4686 Epoch 1/2 ___ Discriminator Loss: 0.8806 ___ Generator Loss: 1.1378 Epoch 1/2 ___ Discriminator Loss: 0.8247 ___ Generator Loss: 1.1675 Epoch 1/2 ___ Discriminator Loss: 0.7265 ___ Generator Loss: 1.5342
Epoch 1/2 ___ Discriminator Loss: 0.9047 ___ Generator Loss: 1.0338 Epoch 1/2 ___ Discriminator Loss: 0.8757 ___ Generator Loss: 1.0580 Epoch 1/2 ___ Discriminator Loss: 1.1322 ___ Generator Loss: 0.7190 Epoch 1/2 ___ Discriminator Loss: 1.4819 ___ Generator Loss: 0.4407 Epoch 1/2 ___ Discriminator Loss: 1.1426 ___ Generator Loss: 0.7219 Epoch 1/2 ___ Discriminator Loss: 1.0281 ___ Generator Loss: 0.8882 Epoch 1/2 ___ Discriminator Loss: 1.2393 ___ Generator Loss: 0.5971 Epoch 1/2 ___ Discriminator Loss: 1.6284 ___ Generator Loss: 0.4157 Epoch 1/2 ___ Discriminator Loss: 0.8514 ___ Generator Loss: 1.2712 Epoch 1/2 ___ Discriminator Loss: 0.8056 ___ Generator Loss: 1.1864
Epoch 1/2 ___ Discriminator Loss: 1.2699 ___ Generator Loss: 0.5764 Epoch 1/2 ___ Discriminator Loss: 1.0090 ___ Generator Loss: 0.7902 Epoch 1/2 ___ Discriminator Loss: 0.7541 ___ Generator Loss: 1.7187 Epoch 1/2 ___ Discriminator Loss: 1.4010 ___ Generator Loss: 0.5205 Epoch 1/2 ___ Discriminator Loss: 1.2563 ___ Generator Loss: 0.5713 Epoch 1/2 ___ Discriminator Loss: 0.9744 ___ Generator Loss: 0.8497 Epoch 1/2 ___ Discriminator Loss: 0.9260 ___ Generator Loss: 1.6464 Epoch 1/2 ___ Discriminator Loss: 0.9462 ___ Generator Loss: 3.1732 Epoch 1/2 ___ Discriminator Loss: 1.0802 ___ Generator Loss: 0.7714 Epoch 1/2 ___ Discriminator Loss: 1.0266 ___ Generator Loss: 0.8335
Epoch 1/2 ___ Discriminator Loss: 1.3764 ___ Generator Loss: 0.5029 Epoch 1/2 ___ Discriminator Loss: 0.8614 ___ Generator Loss: 1.0790 Epoch 1/2 ___ Discriminator Loss: 1.0023 ___ Generator Loss: 0.8523 Epoch 1/2 ___ Discriminator Loss: 1.0906 ___ Generator Loss: 0.7695 Epoch 1/2 ___ Discriminator Loss: 0.9773 ___ Generator Loss: 0.8784 Epoch 1/2 ___ Discriminator Loss: 0.8628 ___ Generator Loss: 1.1575 Epoch 1/2 ___ Discriminator Loss: 0.9354 ___ Generator Loss: 0.9641 Epoch 1/2 ___ Discriminator Loss: 0.9326 ___ Generator Loss: 0.9396 Epoch 1/2 ___ Discriminator Loss: 0.8879 ___ Generator Loss: 1.2011 Epoch 1/2 ___ Discriminator Loss: 0.9245 ___ Generator Loss: 1.0350
Epoch 1/2 ___ Discriminator Loss: 0.9092 ___ Generator Loss: 1.1558 Epoch 1/2 ___ Discriminator Loss: 0.9015 ___ Generator Loss: 1.0545 Epoch 1/2 ___ Discriminator Loss: 0.7437 ___ Generator Loss: 1.3172 Epoch 1/2 ___ Discriminator Loss: 0.9538 ___ Generator Loss: 1.1075 Epoch 1/2 ___ Discriminator Loss: 0.5897 ___ Generator Loss: 1.9156 Epoch 1/2 ___ Discriminator Loss: 0.7750 ___ Generator Loss: 1.4863 Epoch 1/2 ___ Discriminator Loss: 1.1330 ___ Generator Loss: 1.9437 Epoch 1/2 ___ Discriminator Loss: 1.3174 ___ Generator Loss: 0.5938 Epoch 1/2 ___ Discriminator Loss: 1.1531 ___ Generator Loss: 0.7607 Epoch 1/2 ___ Discriminator Loss: 0.7900 ___ Generator Loss: 1.6028
Epoch 1/2 ___ Discriminator Loss: 0.9548 ___ Generator Loss: 0.9654 Epoch 1/2 ___ Discriminator Loss: 0.8053 ___ Generator Loss: 1.3360 Epoch 1/2 ___ Discriminator Loss: 0.9781 ___ Generator Loss: 1.0058 Epoch 1/2 ___ Discriminator Loss: 0.7182 ___ Generator Loss: 1.5096 Epoch 1/2 ___ Discriminator Loss: 0.6771 ___ Generator Loss: 1.8288 Epoch 1/2 ___ Discriminator Loss: 0.7967 ___ Generator Loss: 1.3568 Epoch 1/2 ___ Discriminator Loss: 0.9912 ___ Generator Loss: 0.8868 Epoch 1/2 ___ Discriminator Loss: 0.9011 ___ Generator Loss: 1.1457 Epoch 1/2 ___ Discriminator Loss: 0.9883 ___ Generator Loss: 0.9315 Epoch 1/2 ___ Discriminator Loss: 1.0232 ___ Generator Loss: 0.8067
Epoch 1/2 ___ Discriminator Loss: 1.3680 ___ Generator Loss: 0.5229 Epoch 1/2 ___ Discriminator Loss: 0.9577 ___ Generator Loss: 1.3260 Epoch 1/2 ___ Discriminator Loss: 1.0589 ___ Generator Loss: 0.8326 Epoch 1/2 ___ Discriminator Loss: 0.8540 ___ Generator Loss: 1.0966 Epoch 1/2 ___ Discriminator Loss: 0.7801 ___ Generator Loss: 1.1884 Epoch 1/2 ___ Discriminator Loss: 1.6800 ___ Generator Loss: 0.3998 Epoch 1/2 ___ Discriminator Loss: 0.9010 ___ Generator Loss: 1.0289 Epoch 1/2 ___ Discriminator Loss: 1.0414 ___ Generator Loss: 0.7832 Epoch 1/2 ___ Discriminator Loss: 0.7169 ___ Generator Loss: 1.5428 Epoch 1/2 ___ Discriminator Loss: 1.5893 ___ Generator Loss: 0.4610
Epoch 1/2 ___ Discriminator Loss: 0.8955 ___ Generator Loss: 1.1365 Epoch 1/2 ___ Discriminator Loss: 0.9442 ___ Generator Loss: 1.0992 Epoch 1/2 ___ Discriminator Loss: 1.1414 ___ Generator Loss: 0.7847 Epoch 1/2 ___ Discriminator Loss: 0.8942 ___ Generator Loss: 0.9571 Epoch 1/2 ___ Discriminator Loss: 1.4860 ___ Generator Loss: 0.4545 Epoch 1/2 ___ Discriminator Loss: 0.7620 ___ Generator Loss: 1.8903 Epoch 1/2 ___ Discriminator Loss: 1.3581 ___ Generator Loss: 0.5340 Epoch 1/2 ___ Discriminator Loss: 1.3363 ___ Generator Loss: 0.5852 Epoch 1/2 ___ Discriminator Loss: 0.9452 ___ Generator Loss: 1.1296 Epoch 1/2 ___ Discriminator Loss: 0.8548 ___ Generator Loss: 1.5767
Epoch 1/2 ___ Discriminator Loss: 0.9049 ___ Generator Loss: 1.0370 Epoch 1/2 ___ Discriminator Loss: 1.0005 ___ Generator Loss: 0.9406 Epoch 1/2 ___ Discriminator Loss: 0.7686 ___ Generator Loss: 1.1617 Epoch 1/2 ___ Discriminator Loss: 0.9775 ___ Generator Loss: 0.8659 Epoch 1/2 ___ Discriminator Loss: 1.1013 ___ Generator Loss: 0.6984 Epoch 1/2 ___ Discriminator Loss: 0.6796 ___ Generator Loss: 1.5412 Epoch 1/2 ___ Discriminator Loss: 0.8360 ___ Generator Loss: 1.1025 Epoch 1/2 ___ Discriminator Loss: 1.0938 ___ Generator Loss: 0.8664 Epoch 1/2 ___ Discriminator Loss: 1.3077 ___ Generator Loss: 0.6451 Epoch 1/2 ___ Discriminator Loss: 0.8651 ___ Generator Loss: 1.0030
Epoch 1/2 ___ Discriminator Loss: 0.6929 ___ Generator Loss: 1.7181 Epoch 1/2 ___ Discriminator Loss: 1.7709 ___ Generator Loss: 0.4190 Epoch 1/2 ___ Discriminator Loss: 1.6925 ___ Generator Loss: 0.4834 Epoch 1/2 ___ Discriminator Loss: 0.8838 ___ Generator Loss: 1.1507 Epoch 1/2 ___ Discriminator Loss: 1.9822 ___ Generator Loss: 0.3909 Epoch 1/2 ___ Discriminator Loss: 1.1488 ___ Generator Loss: 0.7473 Epoch 1/2 ___ Discriminator Loss: 1.1232 ___ Generator Loss: 0.7129 Epoch 1/2 ___ Discriminator Loss: 0.8353 ___ Generator Loss: 1.7018 Epoch 1/2 ___ Discriminator Loss: 0.7751 ___ Generator Loss: 1.2044 Epoch 1/2 ___ Discriminator Loss: 0.8564 ___ Generator Loss: 1.1774
Epoch 1/2 ___ Discriminator Loss: 1.3516 ___ Generator Loss: 0.5043 Epoch 1/2 ___ Discriminator Loss: 0.7558 ___ Generator Loss: 1.2568 Epoch 1/2 ___ Discriminator Loss: 0.7895 ___ Generator Loss: 1.3564 Epoch 1/2 ___ Discriminator Loss: 1.2950 ___ Generator Loss: 0.5939 Epoch 1/2 ___ Discriminator Loss: 0.9704 ___ Generator Loss: 0.9299 Epoch 1/2 ___ Discriminator Loss: 0.8920 ___ Generator Loss: 1.0312 Epoch 1/2 ___ Discriminator Loss: 0.8497 ___ Generator Loss: 1.2962 Epoch 1/2 ___ Discriminator Loss: 1.3420 ___ Generator Loss: 0.6086 Epoch 1/2 ___ Discriminator Loss: 0.7935 ___ Generator Loss: 1.2156 Epoch 1/2 ___ Discriminator Loss: 0.8404 ___ Generator Loss: 1.2939
Epoch 1/2 ___ Discriminator Loss: 1.1178 ___ Generator Loss: 0.7667 Epoch 1/2 ___ Discriminator Loss: 0.8199 ___ Generator Loss: 1.2255 Epoch 1/2 ___ Discriminator Loss: 0.7830 ___ Generator Loss: 1.3520 Epoch 1/2 ___ Discriminator Loss: 1.1217 ___ Generator Loss: 0.7593 Epoch 1/2 ___ Discriminator Loss: 0.7568 ___ Generator Loss: 1.3450 Epoch 1/2 ___ Discriminator Loss: 0.9270 ___ Generator Loss: 1.0161 Epoch 1/2 ___ Discriminator Loss: 0.7346 ___ Generator Loss: 1.3786 Epoch 1/2 ___ Discriminator Loss: 1.3060 ___ Generator Loss: 0.6338 Epoch 1/2 ___ Discriminator Loss: 0.7059 ___ Generator Loss: 1.5302 Epoch 1/2 ___ Discriminator Loss: 1.1009 ___ Generator Loss: 0.8087
Epoch 1/2 ___ Discriminator Loss: 0.8114 ___ Generator Loss: 1.4590 Epoch 1/2 ___ Discriminator Loss: 0.6437 ___ Generator Loss: 1.5454 Epoch 1/2 ___ Discriminator Loss: 0.9234 ___ Generator Loss: 0.9396 Epoch 1/2 ___ Discriminator Loss: 0.8742 ___ Generator Loss: 1.4386 Epoch 1/2 ___ Discriminator Loss: 2.1056 ___ Generator Loss: 0.2392 Epoch 1/2 ___ Discriminator Loss: 1.9770 ___ Generator Loss: 0.3622 Epoch 1/2 ___ Discriminator Loss: 0.8750 ___ Generator Loss: 1.0195 Epoch 1/2 ___ Discriminator Loss: 0.7006 ___ Generator Loss: 1.5551 Epoch 1/2 ___ Discriminator Loss: 0.9085 ___ Generator Loss: 1.2014 Epoch 1/2 ___ Discriminator Loss: 0.7950 ___ Generator Loss: 1.6461
Epoch 1/2 ___ Discriminator Loss: 1.1778 ___ Generator Loss: 0.6227 Epoch 1/2 ___ Discriminator Loss: 0.9602 ___ Generator Loss: 1.0574 Epoch 1/2 ___ Discriminator Loss: 0.9076 ___ Generator Loss: 0.9285 Epoch 1/2 ___ Discriminator Loss: 0.8283 ___ Generator Loss: 1.2188 Epoch 1/2 ___ Discriminator Loss: 0.6992 ___ Generator Loss: 1.3656 Epoch 1/2 ___ Discriminator Loss: 1.0075 ___ Generator Loss: 0.8817 Epoch 1/2 ___ Discriminator Loss: 1.5456 ___ Generator Loss: 0.4412 Epoch 1/2 ___ Discriminator Loss: 0.5281 ___ Generator Loss: 2.6055 Epoch 1/2 ___ Discriminator Loss: 1.2161 ___ Generator Loss: 0.8286 Epoch 1/2 ___ Discriminator Loss: 0.9030 ___ Generator Loss: 1.0110
Epoch 1/2 ___ Discriminator Loss: 0.7912 ___ Generator Loss: 1.1390 Epoch 1/2 ___ Discriminator Loss: 1.0517 ___ Generator Loss: 0.7662 Epoch 1/2 ___ Discriminator Loss: 0.8264 ___ Generator Loss: 1.8622 Epoch 1/2 ___ Discriminator Loss: 0.9999 ___ Generator Loss: 0.8957 Epoch 1/2 ___ Discriminator Loss: 0.9047 ___ Generator Loss: 0.9900 Epoch 1/2 ___ Discriminator Loss: 0.6880 ___ Generator Loss: 1.3193 Epoch 1/2 ___ Discriminator Loss: 0.9282 ___ Generator Loss: 0.8853 Epoch 1/2 ___ Discriminator Loss: 0.7063 ___ Generator Loss: 1.3898 Epoch 1/2 ___ Discriminator Loss: 1.3528 ___ Generator Loss: 0.5571 Epoch 1/2 ___ Discriminator Loss: 0.8447 ___ Generator Loss: 1.0777
Epoch 1/2 ___ Discriminator Loss: 0.7243 ___ Generator Loss: 1.6466 Epoch 1/2 ___ Discriminator Loss: 1.6071 ___ Generator Loss: 0.4100 Epoch 1/2 ___ Discriminator Loss: 0.8969 ___ Generator Loss: 1.1130 Epoch 1/2 ___ Discriminator Loss: 0.6369 ___ Generator Loss: 1.7165 Epoch 1/2 ___ Discriminator Loss: 0.9267 ___ Generator Loss: 1.5952 Epoch 1/2 ___ Discriminator Loss: 0.6895 ___ Generator Loss: 2.0803 Epoch 1/2 ___ Discriminator Loss: 0.7958 ___ Generator Loss: 1.2966 Epoch 1/2 ___ Discriminator Loss: 0.8384 ___ Generator Loss: 1.0655 Epoch 1/2 ___ Discriminator Loss: 0.7475 ___ Generator Loss: 1.2522 Epoch 1/2 ___ Discriminator Loss: 0.8633 ___ Generator Loss: 1.0807
Epoch 1/2 ___ Discriminator Loss: 1.0565 ___ Generator Loss: 0.7941 Epoch 1/2 ___ Discriminator Loss: 0.7508 ___ Generator Loss: 1.3149 Epoch 1/2 ___ Discriminator Loss: 1.7844 ___ Generator Loss: 0.3212 Epoch 1/2 ___ Discriminator Loss: 0.8074 ___ Generator Loss: 1.2047 Epoch 1/2 ___ Discriminator Loss: 0.9076 ___ Generator Loss: 2.1298 Epoch 1/2 ___ Discriminator Loss: 0.9978 ___ Generator Loss: 0.8595 Epoch 1/2 ___ Discriminator Loss: 1.1733 ___ Generator Loss: 0.6663 Epoch 1/2 ___ Discriminator Loss: 0.9125 ___ Generator Loss: 1.0452 Epoch 1/2 ___ Discriminator Loss: 0.8551 ___ Generator Loss: 1.8548 Epoch 1/2 ___ Discriminator Loss: 0.7823 ___ Generator Loss: 1.2054
Epoch 1/2 ___ Discriminator Loss: 1.0361 ___ Generator Loss: 0.7621 Epoch 1/2 ___ Discriminator Loss: 0.8585 ___ Generator Loss: 1.2272 Epoch 1/2 ___ Discriminator Loss: 0.9594 ___ Generator Loss: 1.0665 Epoch 1/2 ___ Discriminator Loss: 0.8678 ___ Generator Loss: 1.2681 Epoch 1/2 ___ Discriminator Loss: 0.7658 ___ Generator Loss: 1.5203 Epoch 1/2 ___ Discriminator Loss: 0.7595 ___ Generator Loss: 1.2380 Epoch 1/2 ___ Discriminator Loss: 0.6671 ___ Generator Loss: 2.2224 Epoch 1/2 ___ Discriminator Loss: 0.6340 ___ Generator Loss: 1.7373 Epoch 1/2 ___ Discriminator Loss: 0.7597 ___ Generator Loss: 1.3265 Epoch 1/2 ___ Discriminator Loss: 1.5038 ___ Generator Loss: 0.4837
Epoch 1/2 ___ Discriminator Loss: 0.6747 ___ Generator Loss: 1.5655 Epoch 1/2 ___ Discriminator Loss: 0.7913 ___ Generator Loss: 1.3173 Epoch 1/2 ___ Discriminator Loss: 0.9484 ___ Generator Loss: 1.0758 Epoch 1/2 ___ Discriminator Loss: 0.6262 ___ Generator Loss: 1.7555 Epoch 1/2 ___ Discriminator Loss: 0.6298 ___ Generator Loss: 1.5616 Epoch 1/2 ___ Discriminator Loss: 0.9282 ___ Generator Loss: 1.0198 Epoch 1/2 ___ Discriminator Loss: 0.7664 ___ Generator Loss: 1.2668 Epoch 1/2 ___ Discriminator Loss: 0.8128 ___ Generator Loss: 1.7719 Epoch 1/2 ___ Discriminator Loss: 1.5071 ___ Generator Loss: 0.4716 Epoch 1/2 ___ Discriminator Loss: 0.7585 ___ Generator Loss: 1.2816
Epoch 1/2 ___ Discriminator Loss: 0.6628 ___ Generator Loss: 1.5441 Epoch 1/2 ___ Discriminator Loss: 1.0165 ___ Generator Loss: 0.9020 Epoch 1/2 ___ Discriminator Loss: 1.9711 ___ Generator Loss: 0.2527 Epoch 1/2 ___ Discriminator Loss: 0.9032 ___ Generator Loss: 1.0524 Epoch 1/2 ___ Discriminator Loss: 2.0036 ___ Generator Loss: 0.2451 Epoch 1/2 ___ Discriminator Loss: 0.7543 ___ Generator Loss: 1.2852 Epoch 1/2 ___ Discriminator Loss: 1.4811 ___ Generator Loss: 0.4374 Epoch 1/2 ___ Discriminator Loss: 1.7849 ___ Generator Loss: 0.4219 Epoch 1/2 ___ Discriminator Loss: 0.9233 ___ Generator Loss: 1.0257 Epoch 1/2 ___ Discriminator Loss: 1.0114 ___ Generator Loss: 0.8489
Epoch 1/2 ___ Discriminator Loss: 0.7836 ___ Generator Loss: 1.1904 Epoch 1/2 ___ Discriminator Loss: 1.7389 ___ Generator Loss: 0.3400 Epoch 1/2 ___ Discriminator Loss: 0.7513 ___ Generator Loss: 1.2987 Epoch 1/2 ___ Discriminator Loss: 1.2058 ___ Generator Loss: 0.5961 Epoch 1/2 ___ Discriminator Loss: 0.6378 ___ Generator Loss: 1.6999 Epoch 1/2 ___ Discriminator Loss: 0.6979 ___ Generator Loss: 1.3594 Epoch 1/2 ___ Discriminator Loss: 0.6474 ___ Generator Loss: 1.6196 Epoch 1/2 ___ Discriminator Loss: 0.9086 ___ Generator Loss: 1.1168 Epoch 1/2 ___ Discriminator Loss: 0.6450 ___ Generator Loss: 1.4647 Epoch 1/2 ___ Discriminator Loss: 0.8981 ___ Generator Loss: 1.0679
Epoch 1/2 ___ Discriminator Loss: 1.0422 ___ Generator Loss: 0.7691 Epoch 1/2 ___ Discriminator Loss: 1.0808 ___ Generator Loss: 0.7467 Epoch 1/2 ___ Discriminator Loss: 0.6763 ___ Generator Loss: 1.5941 Epoch 1/2 ___ Discriminator Loss: 0.7467 ___ Generator Loss: 1.3010 Epoch 1/2 ___ Discriminator Loss: 2.2531 ___ Generator Loss: 0.2525 Epoch 1/2 ___ Discriminator Loss: 0.8849 ___ Generator Loss: 0.9419 Epoch 1/2 ___ Discriminator Loss: 0.7073 ___ Generator Loss: 1.4652 Epoch 1/2 ___ Discriminator Loss: 0.7548 ___ Generator Loss: 1.1851 Epoch 1/2 ___ Discriminator Loss: 0.7121 ___ Generator Loss: 1.5514 Epoch 1/2 ___ Discriminator Loss: 0.5537 ___ Generator Loss: 1.8961
Epoch 2/2 ___ Discriminator Loss: 0.8565 ___ Generator Loss: 1.0256 Epoch 2/2 ___ Discriminator Loss: 0.6272 ___ Generator Loss: 1.6444 Epoch 2/2 ___ Discriminator Loss: 0.7795 ___ Generator Loss: 1.1674 Epoch 2/2 ___ Discriminator Loss: 0.6144 ___ Generator Loss: 1.6888 Epoch 2/2 ___ Discriminator Loss: 0.7473 ___ Generator Loss: 1.2340 Epoch 2/2 ___ Discriminator Loss: 0.9525 ___ Generator Loss: 0.9302 Epoch 2/2 ___ Discriminator Loss: 1.8193 ___ Generator Loss: 0.2862 Epoch 2/2 ___ Discriminator Loss: 0.7938 ___ Generator Loss: 1.1896 Epoch 2/2 ___ Discriminator Loss: 0.9885 ___ Generator Loss: 0.9484 Epoch 2/2 ___ Discriminator Loss: 0.8495 ___ Generator Loss: 1.1358
Epoch 2/2 ___ Discriminator Loss: 1.8162 ___ Generator Loss: 3.1199 Epoch 2/2 ___ Discriminator Loss: 0.9586 ___ Generator Loss: 0.9131 Epoch 2/2 ___ Discriminator Loss: 0.9592 ___ Generator Loss: 0.9579 Epoch 2/2 ___ Discriminator Loss: 0.8296 ___ Generator Loss: 1.2565 Epoch 2/2 ___ Discriminator Loss: 0.7243 ___ Generator Loss: 1.4318 Epoch 2/2 ___ Discriminator Loss: 0.7940 ___ Generator Loss: 1.5009 Epoch 2/2 ___ Discriminator Loss: 0.6399 ___ Generator Loss: 1.5329 Epoch 2/2 ___ Discriminator Loss: 1.0418 ___ Generator Loss: 0.7978 Epoch 2/2 ___ Discriminator Loss: 0.7385 ___ Generator Loss: 1.3575 Epoch 2/2 ___ Discriminator Loss: 0.8314 ___ Generator Loss: 1.1402
Epoch 2/2 ___ Discriminator Loss: 0.8544 ___ Generator Loss: 1.0547 Epoch 2/2 ___ Discriminator Loss: 0.7137 ___ Generator Loss: 1.6773 Epoch 2/2 ___ Discriminator Loss: 0.9982 ___ Generator Loss: 1.5204 Epoch 2/2 ___ Discriminator Loss: 0.9941 ___ Generator Loss: 0.8444 Epoch 2/2 ___ Discriminator Loss: 1.0312 ___ Generator Loss: 0.7736 Epoch 2/2 ___ Discriminator Loss: 0.7150 ___ Generator Loss: 1.4671 Epoch 2/2 ___ Discriminator Loss: 1.0605 ___ Generator Loss: 0.7893 Epoch 2/2 ___ Discriminator Loss: 0.7572 ___ Generator Loss: 2.1464 Epoch 2/2 ___ Discriminator Loss: 0.7119 ___ Generator Loss: 1.3080 Epoch 2/2 ___ Discriminator Loss: 1.0678 ___ Generator Loss: 0.6963
Epoch 2/2 ___ Discriminator Loss: 0.7770 ___ Generator Loss: 1.3116 Epoch 2/2 ___ Discriminator Loss: 1.1600 ___ Generator Loss: 0.6651 Epoch 2/2 ___ Discriminator Loss: 0.7326 ___ Generator Loss: 1.3566 Epoch 2/2 ___ Discriminator Loss: 0.8862 ___ Generator Loss: 0.9907 Epoch 2/2 ___ Discriminator Loss: 0.7441 ___ Generator Loss: 1.2693 Epoch 2/2 ___ Discriminator Loss: 0.7894 ___ Generator Loss: 1.2341 Epoch 2/2 ___ Discriminator Loss: 0.5420 ___ Generator Loss: 2.1629 Epoch 2/2 ___ Discriminator Loss: 0.7379 ___ Generator Loss: 1.4128 Epoch 2/2 ___ Discriminator Loss: 0.9624 ___ Generator Loss: 1.1877 Epoch 2/2 ___ Discriminator Loss: 1.5731 ___ Generator Loss: 0.5364
Epoch 2/2 ___ Discriminator Loss: 0.7713 ___ Generator Loss: 1.8695 Epoch 2/2 ___ Discriminator Loss: 1.3201 ___ Generator Loss: 0.6179 Epoch 2/2 ___ Discriminator Loss: 0.5501 ___ Generator Loss: 2.1809 Epoch 2/2 ___ Discriminator Loss: 2.2175 ___ Generator Loss: 0.2229 Epoch 2/2 ___ Discriminator Loss: 0.7764 ___ Generator Loss: 1.2361 Epoch 2/2 ___ Discriminator Loss: 1.5381 ___ Generator Loss: 0.5149 Epoch 2/2 ___ Discriminator Loss: 0.7908 ___ Generator Loss: 1.2925 Epoch 2/2 ___ Discriminator Loss: 0.8163 ___ Generator Loss: 1.1692 Epoch 2/2 ___ Discriminator Loss: 0.9625 ___ Generator Loss: 0.8533 Epoch 2/2 ___ Discriminator Loss: 0.9093 ___ Generator Loss: 1.0871
Epoch 2/2 ___ Discriminator Loss: 0.7412 ___ Generator Loss: 1.6241 Epoch 2/2 ___ Discriminator Loss: 0.9790 ___ Generator Loss: 0.8677 Epoch 2/2 ___ Discriminator Loss: 0.9757 ___ Generator Loss: 0.9149 Epoch 2/2 ___ Discriminator Loss: 0.6519 ___ Generator Loss: 1.7689 Epoch 2/2 ___ Discriminator Loss: 0.7279 ___ Generator Loss: 1.4162 Epoch 2/2 ___ Discriminator Loss: 1.1714 ___ Generator Loss: 0.6974 Epoch 2/2 ___ Discriminator Loss: 0.6823 ___ Generator Loss: 1.4729 Epoch 2/2 ___ Discriminator Loss: 0.7032 ___ Generator Loss: 1.3941 Epoch 2/2 ___ Discriminator Loss: 1.2113 ___ Generator Loss: 0.6994 Epoch 2/2 ___ Discriminator Loss: 0.9756 ___ Generator Loss: 0.8092
Epoch 2/2 ___ Discriminator Loss: 0.6876 ___ Generator Loss: 1.4521 Epoch 2/2 ___ Discriminator Loss: 0.7109 ___ Generator Loss: 1.7604 Epoch 2/2 ___ Discriminator Loss: 0.9049 ___ Generator Loss: 1.0119 Epoch 2/2 ___ Discriminator Loss: 0.7061 ___ Generator Loss: 1.4990 Epoch 2/2 ___ Discriminator Loss: 0.7108 ___ Generator Loss: 1.4780 Epoch 2/2 ___ Discriminator Loss: 0.6848 ___ Generator Loss: 1.7959 Epoch 2/2 ___ Discriminator Loss: 0.9688 ___ Generator Loss: 0.9524 Epoch 2/2 ___ Discriminator Loss: 0.5867 ___ Generator Loss: 2.0052 Epoch 2/2 ___ Discriminator Loss: 0.6337 ___ Generator Loss: 1.7667 Epoch 2/2 ___ Discriminator Loss: 0.8800 ___ Generator Loss: 0.9704
Epoch 2/2 ___ Discriminator Loss: 0.8407 ___ Generator Loss: 1.0885 Epoch 2/2 ___ Discriminator Loss: 1.1654 ___ Generator Loss: 0.6390 Epoch 2/2 ___ Discriminator Loss: 0.6557 ___ Generator Loss: 1.5573 Epoch 2/2 ___ Discriminator Loss: 0.8324 ___ Generator Loss: 2.0068 Epoch 2/2 ___ Discriminator Loss: 1.1684 ___ Generator Loss: 0.6984 Epoch 2/2 ___ Discriminator Loss: 0.9759 ___ Generator Loss: 1.0007 Epoch 2/2 ___ Discriminator Loss: 0.7481 ___ Generator Loss: 1.4361 Epoch 2/2 ___ Discriminator Loss: 0.9397 ___ Generator Loss: 1.3695 Epoch 2/2 ___ Discriminator Loss: 0.6505 ___ Generator Loss: 1.5879 Epoch 2/2 ___ Discriminator Loss: 1.5608 ___ Generator Loss: 0.4973
Epoch 2/2 ___ Discriminator Loss: 1.2374 ___ Generator Loss: 0.7889 Epoch 2/2 ___ Discriminator Loss: 1.3128 ___ Generator Loss: 0.6281 Epoch 2/2 ___ Discriminator Loss: 1.0568 ___ Generator Loss: 1.6666 Epoch 2/2 ___ Discriminator Loss: 0.9446 ___ Generator Loss: 0.9217 Epoch 2/2 ___ Discriminator Loss: 1.1389 ___ Generator Loss: 0.7383 Epoch 2/2 ___ Discriminator Loss: 0.9716 ___ Generator Loss: 0.9674 Epoch 2/2 ___ Discriminator Loss: 1.5945 ___ Generator Loss: 0.4557 Epoch 2/2 ___ Discriminator Loss: 0.8771 ___ Generator Loss: 1.0468 Epoch 2/2 ___ Discriminator Loss: 0.9451 ___ Generator Loss: 0.9535 Epoch 2/2 ___ Discriminator Loss: 0.6794 ___ Generator Loss: 1.4124
Epoch 2/2 ___ Discriminator Loss: 1.1834 ___ Generator Loss: 0.7474 Epoch 2/2 ___ Discriminator Loss: 0.7573 ___ Generator Loss: 1.4287 Epoch 2/2 ___ Discriminator Loss: 1.1122 ___ Generator Loss: 0.7006 Epoch 2/2 ___ Discriminator Loss: 0.6396 ___ Generator Loss: 1.6584 Epoch 2/2 ___ Discriminator Loss: 0.7895 ___ Generator Loss: 1.1782 Epoch 2/2 ___ Discriminator Loss: 0.8932 ___ Generator Loss: 0.9577 Epoch 2/2 ___ Discriminator Loss: 0.6183 ___ Generator Loss: 1.5085 Epoch 2/2 ___ Discriminator Loss: 0.7645 ___ Generator Loss: 1.3156 Epoch 2/2 ___ Discriminator Loss: 0.8854 ___ Generator Loss: 1.0506 Epoch 2/2 ___ Discriminator Loss: 0.8284 ___ Generator Loss: 1.1986
Epoch 2/2 ___ Discriminator Loss: 0.9127 ___ Generator Loss: 1.0956 Epoch 2/2 ___ Discriminator Loss: 1.0075 ___ Generator Loss: 0.9018 Epoch 2/2 ___ Discriminator Loss: 1.9033 ___ Generator Loss: 0.3434 Epoch 2/2 ___ Discriminator Loss: 0.7852 ___ Generator Loss: 1.3076 Epoch 2/2 ___ Discriminator Loss: 1.0845 ___ Generator Loss: 0.8314 Epoch 2/2 ___ Discriminator Loss: 0.7105 ___ Generator Loss: 1.7192 Epoch 2/2 ___ Discriminator Loss: 0.5952 ___ Generator Loss: 1.6670 Epoch 2/2 ___ Discriminator Loss: 0.9002 ___ Generator Loss: 1.0500 Epoch 2/2 ___ Discriminator Loss: 0.9537 ___ Generator Loss: 0.8370 Epoch 2/2 ___ Discriminator Loss: 1.0329 ___ Generator Loss: 0.8288
Epoch 2/2 ___ Discriminator Loss: 1.5878 ___ Generator Loss: 0.4826 Epoch 2/2 ___ Discriminator Loss: 0.7558 ___ Generator Loss: 1.2744 Epoch 2/2 ___ Discriminator Loss: 0.7566 ___ Generator Loss: 1.8252 Epoch 2/2 ___ Discriminator Loss: 0.6951 ___ Generator Loss: 1.4564 Epoch 2/2 ___ Discriminator Loss: 1.4442 ___ Generator Loss: 0.6792 Epoch 2/2 ___ Discriminator Loss: 0.8447 ___ Generator Loss: 1.1653 Epoch 2/2 ___ Discriminator Loss: 0.8436 ___ Generator Loss: 1.0766 Epoch 2/2 ___ Discriminator Loss: 0.7584 ___ Generator Loss: 1.4023 Epoch 2/2 ___ Discriminator Loss: 0.8018 ___ Generator Loss: 1.1677 Epoch 2/2 ___ Discriminator Loss: 0.7323 ___ Generator Loss: 1.6814
Epoch 2/2 ___ Discriminator Loss: 0.6581 ___ Generator Loss: 1.5524 Epoch 2/2 ___ Discriminator Loss: 1.2578 ___ Generator Loss: 0.6455 Epoch 2/2 ___ Discriminator Loss: 0.7682 ___ Generator Loss: 1.3294 Epoch 2/2 ___ Discriminator Loss: 0.6933 ___ Generator Loss: 1.4072 Epoch 2/2 ___ Discriminator Loss: 1.0955 ___ Generator Loss: 0.7539 Epoch 2/2 ___ Discriminator Loss: 1.1660 ___ Generator Loss: 0.7400 Epoch 2/2 ___ Discriminator Loss: 0.7810 ___ Generator Loss: 1.6734 Epoch 2/2 ___ Discriminator Loss: 0.7916 ___ Generator Loss: 1.0804 Epoch 2/2 ___ Discriminator Loss: 1.0538 ___ Generator Loss: 0.8163 Epoch 2/2 ___ Discriminator Loss: 0.9282 ___ Generator Loss: 1.0467
Epoch 2/2 ___ Discriminator Loss: 1.0836 ___ Generator Loss: 0.9827 Epoch 2/2 ___ Discriminator Loss: 1.1219 ___ Generator Loss: 0.7852 Epoch 2/2 ___ Discriminator Loss: 0.7271 ___ Generator Loss: 1.6793 Epoch 2/2 ___ Discriminator Loss: 0.8487 ___ Generator Loss: 1.0994 Epoch 2/2 ___ Discriminator Loss: 0.8809 ___ Generator Loss: 0.9949 Epoch 2/2 ___ Discriminator Loss: 1.0470 ___ Generator Loss: 0.8799 Epoch 2/2 ___ Discriminator Loss: 0.8047 ___ Generator Loss: 1.2008 Epoch 2/2 ___ Discriminator Loss: 0.8629 ___ Generator Loss: 1.2727 Epoch 2/2 ___ Discriminator Loss: 0.8295 ___ Generator Loss: 1.3249 Epoch 2/2 ___ Discriminator Loss: 1.0635 ___ Generator Loss: 0.7525
Epoch 2/2 ___ Discriminator Loss: 1.0313 ___ Generator Loss: 0.7442 Epoch 2/2 ___ Discriminator Loss: 0.7670 ___ Generator Loss: 1.2392 Epoch 2/2 ___ Discriminator Loss: 0.7277 ___ Generator Loss: 1.4173 Epoch 2/2 ___ Discriminator Loss: 0.9514 ___ Generator Loss: 0.9690 Epoch 2/2 ___ Discriminator Loss: 0.8448 ___ Generator Loss: 1.4843 Epoch 2/2 ___ Discriminator Loss: 0.8548 ___ Generator Loss: 1.1408 Epoch 2/2 ___ Discriminator Loss: 1.0785 ___ Generator Loss: 0.7548 Epoch 2/2 ___ Discriminator Loss: 0.8844 ___ Generator Loss: 1.2340 Epoch 2/2 ___ Discriminator Loss: 1.0280 ___ Generator Loss: 0.8737 Epoch 2/2 ___ Discriminator Loss: 0.6365 ___ Generator Loss: 1.6801
Epoch 2/2 ___ Discriminator Loss: 0.8751 ___ Generator Loss: 1.1953 Epoch 2/2 ___ Discriminator Loss: 1.1374 ___ Generator Loss: 0.6608 Epoch 2/2 ___ Discriminator Loss: 0.8521 ___ Generator Loss: 1.1088 Epoch 2/2 ___ Discriminator Loss: 0.5968 ___ Generator Loss: 1.6586 Epoch 2/2 ___ Discriminator Loss: 0.6970 ___ Generator Loss: 1.3358 Epoch 2/2 ___ Discriminator Loss: 1.0432 ___ Generator Loss: 0.8630 Epoch 2/2 ___ Discriminator Loss: 0.6862 ___ Generator Loss: 1.4254 Epoch 2/2 ___ Discriminator Loss: 0.6619 ___ Generator Loss: 1.7457 Epoch 2/2 ___ Discriminator Loss: 0.9286 ___ Generator Loss: 1.4429 Epoch 2/2 ___ Discriminator Loss: 1.0512 ___ Generator Loss: 0.9442
Epoch 2/2 ___ Discriminator Loss: 1.2109 ___ Generator Loss: 0.6781 Epoch 2/2 ___ Discriminator Loss: 1.4414 ___ Generator Loss: 0.4783 Epoch 2/2 ___ Discriminator Loss: 0.9334 ___ Generator Loss: 1.0995 Epoch 2/2 ___ Discriminator Loss: 0.5984 ___ Generator Loss: 1.7205 Epoch 2/2 ___ Discriminator Loss: 1.1323 ___ Generator Loss: 2.0900 Epoch 2/2 ___ Discriminator Loss: 0.6128 ___ Generator Loss: 1.6373 Epoch 2/2 ___ Discriminator Loss: 0.9027 ___ Generator Loss: 0.9546 Epoch 2/2 ___ Discriminator Loss: 0.6991 ___ Generator Loss: 1.5909 Epoch 2/2 ___ Discriminator Loss: 1.1691 ___ Generator Loss: 0.6341 Epoch 2/2 ___ Discriminator Loss: 1.8659 ___ Generator Loss: 0.3884
Epoch 2/2 ___ Discriminator Loss: 1.3919 ___ Generator Loss: 2.5509 Epoch 2/2 ___ Discriminator Loss: 0.8902 ___ Generator Loss: 1.5804 Epoch 2/2 ___ Discriminator Loss: 1.1708 ___ Generator Loss: 0.6548 Epoch 2/2 ___ Discriminator Loss: 1.1182 ___ Generator Loss: 0.6774 Epoch 2/2 ___ Discriminator Loss: 0.9811 ___ Generator Loss: 0.8776 Epoch 2/2 ___ Discriminator Loss: 0.8943 ___ Generator Loss: 1.0396 Epoch 2/2 ___ Discriminator Loss: 0.8925 ___ Generator Loss: 0.9900 Epoch 2/2 ___ Discriminator Loss: 1.0711 ___ Generator Loss: 0.8076 Epoch 2/2 ___ Discriminator Loss: 0.8179 ___ Generator Loss: 1.2079 Epoch 2/2 ___ Discriminator Loss: 0.6760 ___ Generator Loss: 1.4160
Epoch 2/2 ___ Discriminator Loss: 1.8235 ___ Generator Loss: 0.3571 Epoch 2/2 ___ Discriminator Loss: 1.0025 ___ Generator Loss: 0.8954 Epoch 2/2 ___ Discriminator Loss: 0.9144 ___ Generator Loss: 1.0313 Epoch 2/2 ___ Discriminator Loss: 0.9371 ___ Generator Loss: 0.8816 Epoch 2/2 ___ Discriminator Loss: 0.7460 ___ Generator Loss: 1.5803 Epoch 2/2 ___ Discriminator Loss: 1.1857 ___ Generator Loss: 0.7059 Epoch 2/2 ___ Discriminator Loss: 0.8803 ___ Generator Loss: 1.2135 Epoch 2/2 ___ Discriminator Loss: 1.2343 ___ Generator Loss: 0.6507 Epoch 2/2 ___ Discriminator Loss: 1.8137 ___ Generator Loss: 0.3964 Epoch 2/2 ___ Discriminator Loss: 1.0591 ___ Generator Loss: 0.8191
Epoch 2/2 ___ Discriminator Loss: 0.9744 ___ Generator Loss: 0.9023 Epoch 2/2 ___ Discriminator Loss: 1.3047 ___ Generator Loss: 0.6061 Epoch 2/2 ___ Discriminator Loss: 1.4647 ___ Generator Loss: 0.5201 Epoch 2/2 ___ Discriminator Loss: 0.6786 ___ Generator Loss: 1.4704 Epoch 2/2 ___ Discriminator Loss: 0.7032 ___ Generator Loss: 1.3686 Epoch 2/2 ___ Discriminator Loss: 1.1049 ___ Generator Loss: 0.8547 Epoch 2/2 ___ Discriminator Loss: 0.8086 ___ Generator Loss: 1.2298 Epoch 2/2 ___ Discriminator Loss: 0.6450 ___ Generator Loss: 1.5590 Epoch 2/2 ___ Discriminator Loss: 0.8252 ___ Generator Loss: 1.3085 Epoch 2/2 ___ Discriminator Loss: 0.6425 ___ Generator Loss: 2.5170
Epoch 2/2 ___ Discriminator Loss: 0.7871 ___ Generator Loss: 1.5252 Epoch 2/2 ___ Discriminator Loss: 0.7065 ___ Generator Loss: 1.4228 Epoch 2/2 ___ Discriminator Loss: 0.6681 ___ Generator Loss: 1.4602 Epoch 2/2 ___ Discriminator Loss: 1.1801 ___ Generator Loss: 0.6442 Epoch 2/2 ___ Discriminator Loss: 0.8255 ___ Generator Loss: 1.2335 Epoch 2/2 ___ Discriminator Loss: 0.8699 ___ Generator Loss: 1.5591 Epoch 2/2 ___ Discriminator Loss: 0.6646 ___ Generator Loss: 1.6634 Epoch 2/2 ___ Discriminator Loss: 0.6545 ___ Generator Loss: 1.4992 Epoch 2/2 ___ Discriminator Loss: 1.0569 ___ Generator Loss: 0.8725 Epoch 2/2 ___ Discriminator Loss: 0.6309 ___ Generator Loss: 1.5592
Epoch 2/2 ___ Discriminator Loss: 1.1064 ___ Generator Loss: 0.7244 Epoch 2/2 ___ Discriminator Loss: 0.6035 ___ Generator Loss: 1.7044 Epoch 2/2 ___ Discriminator Loss: 0.8609 ___ Generator Loss: 1.0930 Epoch 2/2 ___ Discriminator Loss: 0.6191 ___ Generator Loss: 1.9080 Epoch 2/2 ___ Discriminator Loss: 1.2679 ___ Generator Loss: 0.5912 Epoch 2/2 ___ Discriminator Loss: 1.0303 ___ Generator Loss: 0.7703 Epoch 2/2 ___ Discriminator Loss: 0.9455 ___ Generator Loss: 1.3166 Epoch 2/2 ___ Discriminator Loss: 0.6097 ___ Generator Loss: 1.8666 Epoch 2/2 ___ Discriminator Loss: 1.0344 ___ Generator Loss: 0.8324 Epoch 2/2 ___ Discriminator Loss: 0.8268 ___ Generator Loss: 1.6334
Epoch 2/2 ___ Discriminator Loss: 0.8139 ___ Generator Loss: 1.4287 Epoch 2/2 ___ Discriminator Loss: 0.8436 ___ Generator Loss: 1.1335 Epoch 2/2 ___ Discriminator Loss: 0.6417 ___ Generator Loss: 1.6668 Epoch 2/2 ___ Discriminator Loss: 0.6416 ___ Generator Loss: 2.0534 Epoch 2/2 ___ Discriminator Loss: 1.5041 ___ Generator Loss: 0.5180 Epoch 2/2 ___ Discriminator Loss: 0.9326 ___ Generator Loss: 0.9740 Epoch 2/2 ___ Discriminator Loss: 1.1827 ___ Generator Loss: 0.6325 Epoch 2/2 ___ Discriminator Loss: 1.0661 ___ Generator Loss: 0.7591 Epoch 2/2 ___ Discriminator Loss: 1.0816 ___ Generator Loss: 0.7629 Epoch 2/2 ___ Discriminator Loss: 1.1196 ___ Generator Loss: 0.7342
Epoch 2/2 ___ Discriminator Loss: 0.9725 ___ Generator Loss: 1.3996 Epoch 2/2 ___ Discriminator Loss: 1.0371 ___ Generator Loss: 0.7388 Epoch 2/2 ___ Discriminator Loss: 0.8322 ___ Generator Loss: 1.4221 Epoch 2/2 ___ Discriminator Loss: 0.9528 ___ Generator Loss: 0.9009 Epoch 2/2 ___ Discriminator Loss: 2.9471 ___ Generator Loss: 4.4669 Epoch 2/2 ___ Discriminator Loss: 1.0020 ___ Generator Loss: 0.8468 Epoch 2/2 ___ Discriminator Loss: 0.9237 ___ Generator Loss: 1.3029 Epoch 2/2 ___ Discriminator Loss: 0.8063 ___ Generator Loss: 1.2849 Epoch 2/2 ___ Discriminator Loss: 1.0931 ___ Generator Loss: 0.8079 Epoch 2/2 ___ Discriminator Loss: 0.6506 ___ Generator Loss: 1.6041
Epoch 2/2 ___ Discriminator Loss: 0.8514 ___ Generator Loss: 1.0484 Epoch 2/2 ___ Discriminator Loss: 1.4519 ___ Generator Loss: 0.5257 Epoch 2/2 ___ Discriminator Loss: 0.7384 ___ Generator Loss: 1.2474 Epoch 2/2 ___ Discriminator Loss: 0.9396 ___ Generator Loss: 0.9462 Epoch 2/2 ___ Discriminator Loss: 1.4721 ___ Generator Loss: 0.5043 Epoch 2/2 ___ Discriminator Loss: 1.2326 ___ Generator Loss: 0.6881 Epoch 2/2 ___ Discriminator Loss: 1.8063 ___ Generator Loss: 0.3633 Epoch 2/2 ___ Discriminator Loss: 1.1831 ___ Generator Loss: 0.7294 Epoch 2/2 ___ Discriminator Loss: 0.6609 ___ Generator Loss: 1.6302 Epoch 2/2 ___ Discriminator Loss: 0.7066 ___ Generator Loss: 1.5080
Epoch 2/2 ___ Discriminator Loss: 0.7592 ___ Generator Loss: 1.2455 Epoch 2/2 ___ Discriminator Loss: 0.6491 ___ Generator Loss: 1.7039 Epoch 2/2 ___ Discriminator Loss: 1.8744 ___ Generator Loss: 0.3788 Epoch 2/2 ___ Discriminator Loss: 0.9215 ___ Generator Loss: 0.9652 Epoch 2/2 ___ Discriminator Loss: 0.5909 ___ Generator Loss: 1.6409 Epoch 2/2 ___ Discriminator Loss: 1.0454 ___ Generator Loss: 0.9440 Epoch 2/2 ___ Discriminator Loss: 1.3004 ___ Generator Loss: 0.6338 Epoch 2/2 ___ Discriminator Loss: 0.9693 ___ Generator Loss: 1.0596 Epoch 2/2 ___ Discriminator Loss: 0.7077 ___ Generator Loss: 1.3442 Epoch 2/2 ___ Discriminator Loss: 0.7358 ___ Generator Loss: 1.5438
Epoch 2/2 ___ Discriminator Loss: 0.6390 ___ Generator Loss: 1.7971 Epoch 2/2 ___ Discriminator Loss: 0.6495 ___ Generator Loss: 1.4908 Epoch 2/2 ___ Discriminator Loss: 0.8860 ___ Generator Loss: 0.9998 Epoch 2/2 ___ Discriminator Loss: 0.6623 ___ Generator Loss: 1.5155 Epoch 2/2 ___ Discriminator Loss: 1.8610 ___ Generator Loss: 0.3384 Epoch 2/2 ___ Discriminator Loss: 1.0448 ___ Generator Loss: 0.8154 Epoch 2/2 ___ Discriminator Loss: 0.5632 ___ Generator Loss: 1.9340 Epoch 2/2 ___ Discriminator Loss: 0.9586 ___ Generator Loss: 0.9909 Epoch 2/2 ___ Discriminator Loss: 0.8394 ___ Generator Loss: 1.1026 Epoch 2/2 ___ Discriminator Loss: 0.6600 ___ Generator Loss: 1.4830
Epoch 2/2 ___ Discriminator Loss: 0.9748 ___ Generator Loss: 0.8999 Epoch 2/2 ___ Discriminator Loss: 1.3954 ___ Generator Loss: 0.5458 Epoch 2/2 ___ Discriminator Loss: 0.6871 ___ Generator Loss: 1.5565 Epoch 2/2 ___ Discriminator Loss: 1.3399 ___ Generator Loss: 0.5105 Epoch 2/2 ___ Discriminator Loss: 1.4091 ___ Generator Loss: 0.5141 Epoch 2/2 ___ Discriminator Loss: 0.7524 ___ Generator Loss: 2.0747 Epoch 2/2 ___ Discriminator Loss: 0.8150 ___ Generator Loss: 1.7284 Epoch 2/2 ___ Discriminator Loss: 0.8075 ___ Generator Loss: 2.1169 Epoch 2/2 ___ Discriminator Loss: 1.1877 ___ Generator Loss: 0.6353 Epoch 2/2 ___ Discriminator Loss: 0.7700 ___ Generator Loss: 1.6317
Epoch 2/2 ___ Discriminator Loss: 1.1687 ___ Generator Loss: 0.6676 Epoch 2/2 ___ Discriminator Loss: 0.9525 ___ Generator Loss: 0.9775 Epoch 2/2 ___ Discriminator Loss: 0.7582 ___ Generator Loss: 1.4057 Epoch 2/2 ___ Discriminator Loss: 0.7663 ___ Generator Loss: 1.3409 Epoch 2/2 ___ Discriminator Loss: 0.7610 ___ Generator Loss: 1.8222 Epoch 2/2 ___ Discriminator Loss: 1.0041 ___ Generator Loss: 0.9684 Epoch 2/2 ___ Discriminator Loss: 1.3899 ___ Generator Loss: 0.5703 Epoch 2/2 ___ Discriminator Loss: 0.8280 ___ Generator Loss: 1.0858 Epoch 2/2 ___ Discriminator Loss: 1.0712 ___ Generator Loss: 0.8205 Epoch 2/2 ___ Discriminator Loss: 0.8711 ___ Generator Loss: 1.0533
Epoch 2/2 ___ Discriminator Loss: 0.8298 ___ Generator Loss: 1.1146 Epoch 2/2 ___ Discriminator Loss: 0.7883 ___ Generator Loss: 1.2151 Epoch 2/2 ___ Discriminator Loss: 0.6019 ___ Generator Loss: 1.7853 Epoch 2/2 ___ Discriminator Loss: 0.7615 ___ Generator Loss: 1.3736 Epoch 2/2 ___ Discriminator Loss: 0.7253 ___ Generator Loss: 1.3196 Epoch 2/2 ___ Discriminator Loss: 0.9190 ___ Generator Loss: 0.9653 Epoch 2/2 ___ Discriminator Loss: 1.3357 ___ Generator Loss: 0.5612 Epoch 2/2 ___ Discriminator Loss: 0.5507 ___ Generator Loss: 2.2657 Epoch 2/2 ___ Discriminator Loss: 0.7974 ___ Generator Loss: 1.1199 Epoch 2/2 ___ Discriminator Loss: 1.0151 ___ Generator Loss: 0.8805
Epoch 2/2 ___ Discriminator Loss: 0.8345 ___ Generator Loss: 1.1523 Epoch 2/2 ___ Discriminator Loss: 0.6775 ___ Generator Loss: 1.6591 Epoch 2/2 ___ Discriminator Loss: 0.7055 ___ Generator Loss: 1.3992 Epoch 2/2 ___ Discriminator Loss: 0.7627 ___ Generator Loss: 1.1905 Epoch 2/2 ___ Discriminator Loss: 0.6126 ___ Generator Loss: 1.7385 Epoch 2/2 ___ Discriminator Loss: 0.6728 ___ Generator Loss: 1.3582 Epoch 2/2 ___ Discriminator Loss: 1.0747 ___ Generator Loss: 0.8110 Epoch 2/2 ___ Discriminator Loss: 0.7645 ___ Generator Loss: 1.2498 Epoch 2/2 ___ Discriminator Loss: 0.6084 ___ Generator Loss: 1.6171 Epoch 2/2 ___ Discriminator Loss: 2.1213 ___ Generator Loss: 0.2843
Epoch 2/2 ___ Discriminator Loss: 0.8825 ___ Generator Loss: 1.1726 Epoch 2/2 ___ Discriminator Loss: 1.0025 ___ Generator Loss: 0.9219 Epoch 2/2 ___ Discriminator Loss: 1.1093 ___ Generator Loss: 0.7133 Epoch 2/2 ___ Discriminator Loss: 1.2360 ___ Generator Loss: 0.6149 Epoch 2/2 ___ Discriminator Loss: 0.7833 ___ Generator Loss: 1.1855 Epoch 2/2 ___ Discriminator Loss: 0.7965 ___ Generator Loss: 1.1191 Epoch 2/2 ___ Discriminator Loss: 1.1610 ___ Generator Loss: 0.6645 Epoch 2/2 ___ Discriminator Loss: 0.9045 ___ Generator Loss: 0.9480 Epoch 2/2 ___ Discriminator Loss: 0.9505 ___ Generator Loss: 0.9008 Epoch 2/2 ___ Discriminator Loss: 0.6429 ___ Generator Loss: 1.7781
Epoch 2/2 ___ Discriminator Loss: 0.7644 ___ Generator Loss: 1.1892 Epoch 2/2 ___ Discriminator Loss: 1.1012 ___ Generator Loss: 0.7171 Epoch 2/2 ___ Discriminator Loss: 1.0500 ___ Generator Loss: 2.6080 Epoch 2/2 ___ Discriminator Loss: 0.7811 ___ Generator Loss: 1.8834 Epoch 2/2 ___ Discriminator Loss: 0.8168 ___ Generator Loss: 1.0894 Epoch 2/2 ___ Discriminator Loss: 1.4604 ___ Generator Loss: 0.4794 Epoch 2/2 ___ Discriminator Loss: 0.9621 ___ Generator Loss: 0.8561 Epoch 2/2 ___ Discriminator Loss: 0.5991 ___ Generator Loss: 1.6873 Epoch 2/2 ___ Discriminator Loss: 0.7522 ___ Generator Loss: 1.2269 Epoch 2/2 ___ Discriminator Loss: 0.9504 ___ Generator Loss: 0.8634
Epoch 2/2 ___ Discriminator Loss: 1.1324 ___ Generator Loss: 0.7134 Epoch 2/2 ___ Discriminator Loss: 0.9578 ___ Generator Loss: 0.8775 Epoch 2/2 ___ Discriminator Loss: 1.1672 ___ Generator Loss: 0.7045 Epoch 2/2 ___ Discriminator Loss: 0.7507 ___ Generator Loss: 1.2416 Epoch 2/2 ___ Discriminator Loss: 1.0513 ___ Generator Loss: 1.5820 Epoch 2/2 ___ Discriminator Loss: 0.6206 ___ Generator Loss: 1.7795 Epoch 2/2 ___ Discriminator Loss: 0.6970 ___ Generator Loss: 1.4882 Epoch 2/2 ___ Discriminator Loss: 1.1526 ___ Generator Loss: 0.7549 Epoch 2/2 ___ Discriminator Loss: 1.9086 ___ Generator Loss: 0.4025 Epoch 2/2 ___ Discriminator Loss: 1.2481 ___ Generator Loss: 0.6782
Epoch 2/2 ___ Discriminator Loss: 0.9878 ___ Generator Loss: 0.8884 Epoch 2/2 ___ Discriminator Loss: 0.7650 ___ Generator Loss: 1.5518 Epoch 2/2 ___ Discriminator Loss: 1.3541 ___ Generator Loss: 0.5535 Epoch 2/2 ___ Discriminator Loss: 0.9406 ___ Generator Loss: 1.1340 Epoch 2/2 ___ Discriminator Loss: 0.8981 ___ Generator Loss: 0.9790 Epoch 2/2 ___ Discriminator Loss: 0.8071 ___ Generator Loss: 1.1482 Epoch 2/2 ___ Discriminator Loss: 0.5903 ___ Generator Loss: 1.9741 Epoch 2/2 ___ Discriminator Loss: 1.1380 ___ Generator Loss: 0.6979 Epoch 2/2 ___ Discriminator Loss: 0.8328 ___ Generator Loss: 1.0861 Epoch 2/2 ___ Discriminator Loss: 0.8271 ___ Generator Loss: 1.0623
Epoch 2/2 ___ Discriminator Loss: 0.5975 ___ Generator Loss: 1.7260 Epoch 2/2 ___ Discriminator Loss: 1.0053 ___ Generator Loss: 1.2289 Epoch 2/2 ___ Discriminator Loss: 1.7673 ___ Generator Loss: 0.3992 Epoch 2/2 ___ Discriminator Loss: 0.6855 ___ Generator Loss: 1.3643 Epoch 2/2 ___ Discriminator Loss: 0.9211 ___ Generator Loss: 0.9508 Epoch 2/2 ___ Discriminator Loss: 1.1918 ___ Generator Loss: 0.8796 Epoch 2/2 ___ Discriminator Loss: 0.7664 ___ Generator Loss: 1.1667 Epoch 2/2 ___ Discriminator Loss: 0.9034 ___ Generator Loss: 0.9827 Epoch 2/2 ___ Discriminator Loss: 0.6919 ___ Generator Loss: 1.6887 Epoch 2/2 ___ Discriminator Loss: 0.9892 ___ Generator Loss: 0.9226
Epoch 2/2 ___ Discriminator Loss: 1.6369 ___ Generator Loss: 0.4212 Epoch 2/2 ___ Discriminator Loss: 0.6657 ___ Generator Loss: 1.4082 Epoch 2/2 ___ Discriminator Loss: 0.7457 ___ Generator Loss: 1.2268 Epoch 2/2 ___ Discriminator Loss: 1.5787 ___ Generator Loss: 0.4506 Epoch 2/2 ___ Discriminator Loss: 1.4621 ___ Generator Loss: 0.5074 Epoch 2/2 ___ Discriminator Loss: 1.0471 ___ Generator Loss: 0.7976 Epoch 2/2 ___ Discriminator Loss: 0.6966 ___ Generator Loss: 1.3534 Epoch 2/2 ___ Discriminator Loss: 0.6642 ___ Generator Loss: 1.5900 Epoch 2/2 ___ Discriminator Loss: 0.7958 ___ Generator Loss: 1.1109 Epoch 2/2 ___ Discriminator Loss: 1.0435 ___ Generator Loss: 0.7362
Epoch 2/2 ___ Discriminator Loss: 0.9591 ___ Generator Loss: 0.8572 Epoch 2/2 ___ Discriminator Loss: 1.1294 ___ Generator Loss: 0.7261 Epoch 2/2 ___ Discriminator Loss: 1.5343 ___ Generator Loss: 0.4234 Epoch 2/2 ___ Discriminator Loss: 1.1950 ___ Generator Loss: 0.6234 Epoch 2/2 ___ Discriminator Loss: 0.6685 ___ Generator Loss: 1.4496 Epoch 2/2 ___ Discriminator Loss: 0.9853 ___ Generator Loss: 0.7898 Epoch 2/2 ___ Discriminator Loss: 0.7994 ___ Generator Loss: 1.1079 Epoch 2/2 ___ Discriminator Loss: 1.1586 ___ Generator Loss: 0.9143 Epoch 2/2 ___ Discriminator Loss: 0.8822 ___ Generator Loss: 2.1220 Epoch 2/2 ___ Discriminator Loss: 1.8982 ___ Generator Loss: 0.3228
Epoch 2/2 ___ Discriminator Loss: 0.5800 ___ Generator Loss: 1.8750 Epoch 2/2 ___ Discriminator Loss: 1.2881 ___ Generator Loss: 0.5795 Epoch 2/2 ___ Discriminator Loss: 0.9312 ___ Generator Loss: 1.0245 Epoch 2/2 ___ Discriminator Loss: 0.9239 ___ Generator Loss: 0.9137 Epoch 2/2 ___ Discriminator Loss: 0.8274 ___ Generator Loss: 1.2489 Epoch 2/2 ___ Discriminator Loss: 0.8602 ___ Generator Loss: 1.0131 Epoch 2/2 ___ Discriminator Loss: 0.7985 ___ Generator Loss: 1.3565 Epoch 2/2 ___ Discriminator Loss: 0.9224 ___ Generator Loss: 1.1245 Epoch 2/2 ___ Discriminator Loss: 1.4380 ___ Generator Loss: 0.4754 Epoch 2/2 ___ Discriminator Loss: 0.8465 ___ Generator Loss: 1.5830
Epoch 2/2 ___ Discriminator Loss: 0.6681 ___ Generator Loss: 1.4845 Epoch 2/2 ___ Discriminator Loss: 0.6002 ___ Generator Loss: 2.1643 Epoch 2/2 ___ Discriminator Loss: 0.6285 ___ Generator Loss: 1.6778 Epoch 2/2 ___ Discriminator Loss: 0.8087 ___ Generator Loss: 1.2756 Epoch 2/2 ___ Discriminator Loss: 0.7287 ___ Generator Loss: 1.2113 Epoch 2/2 ___ Discriminator Loss: 0.7575 ___ Generator Loss: 1.4546 Epoch 2/2 ___ Discriminator Loss: 0.8393 ___ Generator Loss: 1.0579 Epoch 2/2 ___ Discriminator Loss: 0.7988 ___ Generator Loss: 1.3608 Epoch 2/2 ___ Discriminator Loss: 0.7001 ___ Generator Loss: 1.4994 Epoch 2/2 ___ Discriminator Loss: 0.6898 ___ Generator Loss: 1.7037
Epoch 2/2 ___ Discriminator Loss: 1.0382 ___ Generator Loss: 3.0993 Epoch 2/2 ___ Discriminator Loss: 1.1181 ___ Generator Loss: 0.8484 Epoch 2/2 ___ Discriminator Loss: 1.0971 ___ Generator Loss: 1.0057 Epoch 2/2 ___ Discriminator Loss: 0.9604 ___ Generator Loss: 1.4441 Epoch 2/2 ___ Discriminator Loss: 0.8184 ___ Generator Loss: 2.1587 Epoch 2/2 ___ Discriminator Loss: 1.0821 ___ Generator Loss: 0.7133 Epoch 2/2 ___ Discriminator Loss: 0.9292 ___ Generator Loss: 1.0974 Epoch 2/2 ___ Discriminator Loss: 0.6480 ___ Generator Loss: 1.4946 Epoch 2/2 ___ Discriminator Loss: 0.8256 ___ Generator Loss: 1.1603 Epoch 2/2 ___ Discriminator Loss: 1.0874 ___ Generator Loss: 0.9336
Epoch 2/2 ___ Discriminator Loss: 1.0150 ___ Generator Loss: 0.8814 Epoch 2/2 ___ Discriminator Loss: 1.0311 ___ Generator Loss: 0.8493 Epoch 2/2 ___ Discriminator Loss: 0.9156 ___ Generator Loss: 0.9728 Epoch 2/2 ___ Discriminator Loss: 0.9239 ___ Generator Loss: 0.9824 Epoch 2/2 ___ Discriminator Loss: 0.9077 ___ Generator Loss: 0.9960 Epoch 2/2 ___ Discriminator Loss: 0.7858 ___ Generator Loss: 1.5514 Epoch 2/2 ___ Discriminator Loss: 0.6813 ___ Generator Loss: 1.5716 Epoch 2/2 ___ Discriminator Loss: 0.6120 ___ Generator Loss: 1.6823 Epoch 2/2 ___ Discriminator Loss: 1.0404 ___ Generator Loss: 1.5860 Epoch 2/2 ___ Discriminator Loss: 0.8871 ___ Generator Loss: 1.0923
Epoch 2/2 ___ Discriminator Loss: 1.5238 ___ Generator Loss: 0.4929 Epoch 2/2 ___ Discriminator Loss: 1.1165 ___ Generator Loss: 0.9179 Epoch 2/2 ___ Discriminator Loss: 1.3546 ___ Generator Loss: 0.6171 Epoch 2/2 ___ Discriminator Loss: 1.8462 ___ Generator Loss: 0.3539 Epoch 2/2 ___ Discriminator Loss: 1.9281 ___ Generator Loss: 0.3545 Epoch 2/2 ___ Discriminator Loss: 0.6253 ___ Generator Loss: 1.8879 Epoch 2/2 ___ Discriminator Loss: 0.7881 ___ Generator Loss: 1.1438 Epoch 2/2 ___ Discriminator Loss: 0.9873 ___ Generator Loss: 0.8751 Epoch 2/2 ___ Discriminator Loss: 0.6511 ___ Generator Loss: 1.4872 Epoch 2/2 ___ Discriminator Loss: 0.9610 ___ Generator Loss: 0.8668
Epoch 2/2 ___ Discriminator Loss: 0.8755 ___ Generator Loss: 1.0034 Epoch 2/2 ___ Discriminator Loss: 0.6062 ___ Generator Loss: 1.5942 Epoch 2/2 ___ Discriminator Loss: 0.7214 ___ Generator Loss: 1.3162 Epoch 2/2 ___ Discriminator Loss: 0.9036 ___ Generator Loss: 0.9717 Epoch 2/2 ___ Discriminator Loss: 1.2953 ___ Generator Loss: 0.6292 Epoch 2/2 ___ Discriminator Loss: 1.4287 ___ Generator Loss: 0.5243 Epoch 2/2 ___ Discriminator Loss: 1.4594 ___ Generator Loss: 0.5918 Epoch 2/2 ___ Discriminator Loss: 0.9031 ___ Generator Loss: 0.9558 Epoch 2/2 ___ Discriminator Loss: 0.9854 ___ Generator Loss: 0.9214 Epoch 2/2 ___ Discriminator Loss: 0.8601 ___ Generator Loss: 1.1673
Epoch 2/2 ___ Discriminator Loss: 1.2678 ___ Generator Loss: 0.6308 Epoch 2/2 ___ Discriminator Loss: 0.9348 ___ Generator Loss: 0.9426 Epoch 2/2 ___ Discriminator Loss: 1.2310 ___ Generator Loss: 0.6083 Epoch 2/2 ___ Discriminator Loss: 1.4784 ___ Generator Loss: 0.5399 Epoch 2/2 ___ Discriminator Loss: 0.9266 ___ Generator Loss: 0.9813 Epoch 2/2 ___ Discriminator Loss: 0.7335 ___ Generator Loss: 1.3359 Epoch 2/2 ___ Discriminator Loss: 0.8054 ___ Generator Loss: 1.2000 Epoch 2/2 ___ Discriminator Loss: 0.7606 ___ Generator Loss: 1.2453 Epoch 2/2 ___ Discriminator Loss: 0.7614 ___ Generator Loss: 1.3838 Epoch 2/2 ___ Discriminator Loss: 0.7415 ___ Generator Loss: 1.4560
Epoch 2/2 ___ Discriminator Loss: 0.7310 ___ Generator Loss: 1.3218 Epoch 2/2 ___ Discriminator Loss: 0.8856 ___ Generator Loss: 1.0143 Epoch 2/2 ___ Discriminator Loss: 1.1861 ___ Generator Loss: 2.3785 Epoch 2/2 ___ Discriminator Loss: 1.2331 ___ Generator Loss: 0.6138 Epoch 2/2 ___ Discriminator Loss: 1.0060 ___ Generator Loss: 0.9564 Epoch 2/2 ___ Discriminator Loss: 1.2742 ___ Generator Loss: 0.7248 Epoch 2/2 ___ Discriminator Loss: 1.0823 ___ Generator Loss: 0.8177 Epoch 2/2 ___ Discriminator Loss: 0.7833 ___ Generator Loss: 1.2629 Epoch 2/2 ___ Discriminator Loss: 0.6829 ___ Generator Loss: 1.6927 Epoch 2/2 ___ Discriminator Loss: 0.9565 ___ Generator Loss: 0.9970
Epoch 2/2 ___ Discriminator Loss: 0.6481 ___ Generator Loss: 1.5111 Epoch 2/2 ___ Discriminator Loss: 0.6423 ___ Generator Loss: 1.7051 Epoch 2/2 ___ Discriminator Loss: 0.7384 ___ Generator Loss: 1.2808 Epoch 2/2 ___ Discriminator Loss: 0.5416 ___ Generator Loss: 1.8766 Epoch 2/2 ___ Discriminator Loss: 0.5198 ___ Generator Loss: 1.9058 Epoch 2/2 ___ Discriminator Loss: 0.6730 ___ Generator Loss: 1.4285 Epoch 2/2 ___ Discriminator Loss: 0.7434 ___ Generator Loss: 1.2488 Epoch 2/2 ___ Discriminator Loss: 0.9716 ___ Generator Loss: 0.9903 Epoch 2/2 ___ Discriminator Loss: 1.0479 ___ Generator Loss: 0.7525 Epoch 2/2 ___ Discriminator Loss: 0.8249 ___ Generator Loss: 1.1311
Epoch 2/2 ___ Discriminator Loss: 0.9591 ___ Generator Loss: 1.0066 Epoch 2/2 ___ Discriminator Loss: 0.6223 ___ Generator Loss: 1.5571 Epoch 2/2 ___ Discriminator Loss: 0.9556 ___ Generator Loss: 1.0186 Epoch 2/2 ___ Discriminator Loss: 0.6671 ___ Generator Loss: 1.7842 Epoch 2/2 ___ Discriminator Loss: 0.8117 ___ Generator Loss: 1.1733 Epoch 2/2 ___ Discriminator Loss: 0.7507 ___ Generator Loss: 1.3505 Epoch 2/2 ___ Discriminator Loss: 0.6085 ___ Generator Loss: 1.5774 Epoch 2/2 ___ Discriminator Loss: 0.5752 ___ Generator Loss: 1.8206 Epoch 2/2 ___ Discriminator Loss: 1.0069 ___ Generator Loss: 0.9434 Epoch 2/2 ___ Discriminator Loss: 0.7272 ___ Generator Loss: 1.2346
Epoch 2/2 ___ Discriminator Loss: 1.2814 ___ Generator Loss: 0.5714 Epoch 2/2 ___ Discriminator Loss: 0.8134 ___ Generator Loss: 1.1092 Epoch 2/2 ___ Discriminator Loss: 0.7259 ___ Generator Loss: 1.6897 Epoch 2/2 ___ Discriminator Loss: 1.0378 ___ Generator Loss: 0.8241 Epoch 2/2 ___ Discriminator Loss: 0.8527 ___ Generator Loss: 1.0751 Epoch 2/2 ___ Discriminator Loss: 1.4461 ___ Generator Loss: 0.5795 Epoch 2/2 ___ Discriminator Loss: 0.8171 ___ Generator Loss: 1.7508 Epoch 2/2 ___ Discriminator Loss: 1.3224 ___ Generator Loss: 0.5582 Epoch 2/2 ___ Discriminator Loss: 0.8948 ___ Generator Loss: 1.5341 Epoch 2/2 ___ Discriminator Loss: 0.5375 ___ Generator Loss: 2.5136
Epoch 2/2 ___ Discriminator Loss: 1.1160 ___ Generator Loss: 0.8309 Epoch 2/2 ___ Discriminator Loss: 0.7632 ___ Generator Loss: 1.3214 Epoch 2/2 ___ Discriminator Loss: 0.6883 ___ Generator Loss: 1.3700 Epoch 2/2 ___ Discriminator Loss: 1.5882 ___ Generator Loss: 0.4092 Epoch 2/2 ___ Discriminator Loss: 1.2804 ___ Generator Loss: 0.6126 Epoch 2/2 ___ Discriminator Loss: 0.8181 ___ Generator Loss: 1.1711 Epoch 2/2 ___ Discriminator Loss: 0.7474 ___ Generator Loss: 1.1859 Epoch 2/2 ___ Discriminator Loss: 0.6488 ___ Generator Loss: 1.7078 Epoch 2/2 ___ Discriminator Loss: 1.3983 ___ Generator Loss: 0.6032 Epoch 2/2 ___ Discriminator Loss: 1.2199 ___ Generator Loss: 0.7293
Epoch 2/2 ___ Discriminator Loss: 0.8448 ___ Generator Loss: 1.2942 Epoch 2/2 ___ Discriminator Loss: 0.7363 ___ Generator Loss: 1.6313 Epoch 2/2 ___ Discriminator Loss: 0.5508 ___ Generator Loss: 1.9320 Epoch 2/2 ___ Discriminator Loss: 0.4959 ___ Generator Loss: 2.1391 Epoch 2/2 ___ Discriminator Loss: 0.8791 ___ Generator Loss: 1.0671 Epoch 2/2 ___ Discriminator Loss: 0.6451 ___ Generator Loss: 1.4594 Epoch 2/2 ___ Discriminator Loss: 1.2257 ___ Generator Loss: 0.5842 Epoch 2/2 ___ Discriminator Loss: 0.8599 ___ Generator Loss: 0.9388 Epoch 2/2 ___ Discriminator Loss: 0.8338 ___ Generator Loss: 1.1153 Epoch 2/2 ___ Discriminator Loss: 0.7624 ___ Generator Loss: 1.3443
Epoch 2/2 ___ Discriminator Loss: 0.7039 ___ Generator Loss: 1.9144 Epoch 2/2 ___ Discriminator Loss: 0.6645 ___ Generator Loss: 1.5297 Epoch 2/2 ___ Discriminator Loss: 0.6505 ___ Generator Loss: 2.2380 Epoch 2/2 ___ Discriminator Loss: 0.8740 ___ Generator Loss: 1.0094 Epoch 2/2 ___ Discriminator Loss: 0.7733 ___ Generator Loss: 1.2781 Epoch 2/2 ___ Discriminator Loss: 1.0002 ___ Generator Loss: 0.8697 Epoch 2/2 ___ Discriminator Loss: 0.8668 ___ Generator Loss: 1.0451 Epoch 2/2 ___ Discriminator Loss: 0.6151 ___ Generator Loss: 1.7095 Epoch 2/2 ___ Discriminator Loss: 1.4446 ___ Generator Loss: 0.4942 Epoch 2/2 ___ Discriminator Loss: 0.9719 ___ Generator Loss: 2.6041
Epoch 2/2 ___ Discriminator Loss: 1.1593 ___ Generator Loss: 0.7004 Epoch 2/2 ___ Discriminator Loss: 2.1329 ___ Generator Loss: 0.2623 Epoch 2/2 ___ Discriminator Loss: 0.8348 ___ Generator Loss: 1.4492 Epoch 2/2 ___ Discriminator Loss: 1.1391 ___ Generator Loss: 0.6536 Epoch 2/2 ___ Discriminator Loss: 0.7185 ___ Generator Loss: 1.5038 Epoch 2/2 ___ Discriminator Loss: 0.6875 ___ Generator Loss: 1.3721 Epoch 2/2 ___ Discriminator Loss: 0.8203 ___ Generator Loss: 1.2987 Epoch 2/2 ___ Discriminator Loss: 0.6085 ___ Generator Loss: 1.6763 Epoch 2/2 ___ Discriminator Loss: 0.7667 ___ Generator Loss: 1.2197 Epoch 2/2 ___ Discriminator Loss: 0.8127 ___ Generator Loss: 1.1672
Epoch 2/2 ___ Discriminator Loss: 0.6984 ___ Generator Loss: 2.0271 Epoch 2/2 ___ Discriminator Loss: 1.1457 ___ Generator Loss: 0.7560 Epoch 2/2 ___ Discriminator Loss: 0.9237 ___ Generator Loss: 1.0257 Epoch 2/2 ___ Discriminator Loss: 0.8810 ___ Generator Loss: 1.0098 Epoch 2/2 ___ Discriminator Loss: 1.1123 ___ Generator Loss: 0.8219 Epoch 2/2 ___ Discriminator Loss: 1.2073 ___ Generator Loss: 0.6698 Epoch 2/2 ___ Discriminator Loss: 1.7875 ___ Generator Loss: 0.3747 Epoch 2/2 ___ Discriminator Loss: 0.7293 ___ Generator Loss: 1.4400 Epoch 2/2 ___ Discriminator Loss: 0.6886 ___ Generator Loss: 1.4162 Epoch 2/2 ___ Discriminator Loss: 0.7829 ___ Generator Loss: 2.2225
Epoch 2/2 ___ Discriminator Loss: 0.9227 ___ Generator Loss: 0.9584 Epoch 2/2 ___ Discriminator Loss: 0.9032 ___ Generator Loss: 1.0256 Epoch 2/2 ___ Discriminator Loss: 0.8780 ___ Generator Loss: 1.1742 Epoch 2/2 ___ Discriminator Loss: 1.3736 ___ Generator Loss: 0.5408 Epoch 2/2 ___ Discriminator Loss: 1.5352 ___ Generator Loss: 0.4238 Epoch 2/2 ___ Discriminator Loss: 0.8514 ___ Generator Loss: 1.0480 Epoch 2/2 ___ Discriminator Loss: 1.4376 ___ Generator Loss: 0.5581 Epoch 2/2 ___ Discriminator Loss: 0.6519 ___ Generator Loss: 1.5942 Epoch 2/2 ___ Discriminator Loss: 0.7023 ___ Generator Loss: 1.3692 Epoch 2/2 ___ Discriminator Loss: 0.6329 ___ Generator Loss: 1.6728
Epoch 2/2 ___ Discriminator Loss: 0.7444 ___ Generator Loss: 1.4673 Epoch 2/2 ___ Discriminator Loss: 1.2742 ___ Generator Loss: 0.5780 Epoch 2/2 ___ Discriminator Loss: 0.9800 ___ Generator Loss: 0.8448 Epoch 2/2 ___ Discriminator Loss: 0.7937 ___ Generator Loss: 1.1181 Epoch 2/2 ___ Discriminator Loss: 1.3774 ___ Generator Loss: 0.6161 Epoch 2/2 ___ Discriminator Loss: 0.9648 ___ Generator Loss: 0.9046 Epoch 2/2 ___ Discriminator Loss: 0.5997 ___ Generator Loss: 1.7203 Epoch 2/2 ___ Discriminator Loss: 0.7901 ___ Generator Loss: 1.3645 Epoch 2/2 ___ Discriminator Loss: 0.7603 ___ Generator Loss: 1.2330 Epoch 2/2 ___ Discriminator Loss: 0.8620 ___ Generator Loss: 1.1366
Epoch 2/2 ___ Discriminator Loss: 0.8983 ___ Generator Loss: 1.1123 Epoch 2/2 ___ Discriminator Loss: 0.7718 ___ Generator Loss: 1.3396 Epoch 2/2 ___ Discriminator Loss: 1.1165 ___ Generator Loss: 0.6700 Epoch 2/2 ___ Discriminator Loss: 0.8894 ___ Generator Loss: 1.0224 Epoch 2/2 ___ Discriminator Loss: 1.2490 ___ Generator Loss: 0.6261 Epoch 2/2 ___ Discriminator Loss: 0.8076 ___ Generator Loss: 1.1796 Epoch 2/2 ___ Discriminator Loss: 1.0071 ___ Generator Loss: 0.9664 Epoch 2/2 ___ Discriminator Loss: 0.6221 ___ Generator Loss: 2.4280 Epoch 2/2 ___ Discriminator Loss: 0.6391 ___ Generator Loss: 1.4734 Epoch 2/2 ___ Discriminator Loss: 0.9758 ___ Generator Loss: 1.0116
Epoch 2/2 ___ Discriminator Loss: 0.5848 ___ Generator Loss: 1.6256 Epoch 2/2 ___ Discriminator Loss: 0.6768 ___ Generator Loss: 1.3468 Epoch 2/2 ___ Discriminator Loss: 0.7416 ___ Generator Loss: 1.3219 Epoch 2/2 ___ Discriminator Loss: 1.0631 ___ Generator Loss: 0.8007 Epoch 2/2 ___ Discriminator Loss: 0.5560 ___ Generator Loss: 2.1952 Epoch 2/2 ___ Discriminator Loss: 0.7233 ___ Generator Loss: 1.4795 Epoch 2/2 ___ Discriminator Loss: 0.6816 ___ Generator Loss: 1.3902 Epoch 2/2 ___ Discriminator Loss: 1.1047 ___ Generator Loss: 0.7705 Epoch 2/2 ___ Discriminator Loss: 0.8299 ___ Generator Loss: 1.1546 Epoch 2/2 ___ Discriminator Loss: 0.6752 ___ Generator Loss: 1.4401
Epoch 2/2 ___ Discriminator Loss: 0.5261 ___ Generator Loss: 2.4683 Epoch 2/2 ___ Discriminator Loss: 0.8625 ___ Generator Loss: 1.1978 Epoch 2/2 ___ Discriminator Loss: 0.8421 ___ Generator Loss: 1.1401 Epoch 2/2 ___ Discriminator Loss: 0.8330 ___ Generator Loss: 1.1178 Epoch 2/2 ___ Discriminator Loss: 0.8889 ___ Generator Loss: 0.9674 Epoch 2/2 ___ Discriminator Loss: 0.6297 ___ Generator Loss: 1.8133 Epoch 2/2 ___ Discriminator Loss: 0.8543 ___ Generator Loss: 1.0558 Epoch 2/2 ___ Discriminator Loss: 2.1569 ___ Generator Loss: 3.5866 Epoch 2/2 ___ Discriminator Loss: 1.9899 ___ Generator Loss: 3.4039 Epoch 2/2 ___ Discriminator Loss: 0.8791 ___ Generator Loss: 1.0829
Epoch 2/2 ___ Discriminator Loss: 1.4629 ___ Generator Loss: 0.6260 Epoch 2/2 ___ Discriminator Loss: 1.7308 ___ Generator Loss: 2.9394 Epoch 2/2 ___ Discriminator Loss: 1.0659 ___ Generator Loss: 1.0392 Epoch 2/2 ___ Discriminator Loss: 0.6811 ___ Generator Loss: 1.6005 Epoch 2/2 ___ Discriminator Loss: 1.0400 ___ Generator Loss: 0.8618 Epoch 2/2 ___ Discriminator Loss: 0.8248 ___ Generator Loss: 1.1898 Epoch 2/2 ___ Discriminator Loss: 0.7204 ___ Generator Loss: 1.4852 Epoch 2/2 ___ Discriminator Loss: 0.7311 ___ Generator Loss: 1.3755 Epoch 2/2 ___ Discriminator Loss: 0.7509 ___ Generator Loss: 1.2501 Epoch 2/2 ___ Discriminator Loss: 0.8514 ___ Generator Loss: 1.1163
Epoch 2/2 ___ Discriminator Loss: 1.2317 ___ Generator Loss: 0.6199 Epoch 2/2 ___ Discriminator Loss: 0.9606 ___ Generator Loss: 0.9957 Epoch 2/2 ___ Discriminator Loss: 1.1261 ___ Generator Loss: 0.7369 Epoch 2/2 ___ Discriminator Loss: 0.6998 ___ Generator Loss: 1.3394 Epoch 2/2 ___ Discriminator Loss: 2.0504 ___ Generator Loss: 0.3198 Epoch 2/2 ___ Discriminator Loss: 0.7536 ___ Generator Loss: 1.2154 Epoch 2/2 ___ Discriminator Loss: 1.0430 ___ Generator Loss: 0.8633 Epoch 2/2 ___ Discriminator Loss: 1.5274 ___ Generator Loss: 0.5086 Epoch 2/2 ___ Discriminator Loss: 1.3628 ___ Generator Loss: 0.4802 Epoch 2/2 ___ Discriminator Loss: 0.7505 ___ Generator Loss: 1.7161
Epoch 2/2 ___ Discriminator Loss: 0.7508 ___ Generator Loss: 1.8298 Epoch 2/2 ___ Discriminator Loss: 0.8392 ___ Generator Loss: 1.1774 Epoch 2/2 ___ Discriminator Loss: 0.7381 ___ Generator Loss: 1.2393 Epoch 2/2 ___ Discriminator Loss: 0.8075 ___ Generator Loss: 1.1778 Epoch 2/2 ___ Discriminator Loss: 1.0334 ___ Generator Loss: 0.7211 Epoch 2/2 ___ Discriminator Loss: 0.5893 ___ Generator Loss: 1.7725 Epoch 2/2 ___ Discriminator Loss: 1.1483 ___ Generator Loss: 0.8212 Epoch 2/2 ___ Discriminator Loss: 0.6287 ___ Generator Loss: 1.7629 Epoch 2/2 ___ Discriminator Loss: 0.9798 ___ Generator Loss: 0.9308 Epoch 2/2 ___ Discriminator Loss: 1.1121 ___ Generator Loss: 0.7080
Epoch 2/2 ___ Discriminator Loss: 0.5361 ___ Generator Loss: 1.9629 Epoch 2/2 ___ Discriminator Loss: 1.1590 ___ Generator Loss: 0.7956 Epoch 2/2 ___ Discriminator Loss: 1.0091 ___ Generator Loss: 0.8447 Epoch 2/2 ___ Discriminator Loss: 0.8229 ___ Generator Loss: 1.2492 Epoch 2/2 ___ Discriminator Loss: 0.8643 ___ Generator Loss: 1.0431 Epoch 2/2 ___ Discriminator Loss: 0.8621 ___ Generator Loss: 1.7168 Epoch 2/2 ___ Discriminator Loss: 0.6650 ___ Generator Loss: 1.6616 Epoch 2/2 ___ Discriminator Loss: 0.6361 ___ Generator Loss: 1.6953 Epoch 2/2 ___ Discriminator Loss: 0.7538 ___ Generator Loss: 1.3754 Epoch 2/2 ___ Discriminator Loss: 1.0172 ___ Generator Loss: 0.8182
Epoch 2/2 ___ Discriminator Loss: 1.3879 ___ Generator Loss: 0.5788 Epoch 2/2 ___ Discriminator Loss: 0.6437 ___ Generator Loss: 1.6878 Epoch 2/2 ___ Discriminator Loss: 0.7275 ___ Generator Loss: 1.8070 Epoch 2/2 ___ Discriminator Loss: 1.1598 ___ Generator Loss: 0.7275 Epoch 2/2 ___ Discriminator Loss: 0.8791 ___ Generator Loss: 1.2421 Epoch 2/2 ___ Discriminator Loss: 0.9654 ___ Generator Loss: 1.0304 Epoch 2/2 ___ Discriminator Loss: 0.7573 ___ Generator Loss: 1.3338 Epoch 2/2 ___ Discriminator Loss: 0.8093 ___ Generator Loss: 1.2790 Epoch 2/2 ___ Discriminator Loss: 0.7910 ___ Generator Loss: 1.1812 Epoch 2/2 ___ Discriminator Loss: 0.6374 ___ Generator Loss: 1.5095
Epoch 2/2 ___ Discriminator Loss: 0.5684 ___ Generator Loss: 2.0334 Epoch 2/2 ___ Discriminator Loss: 0.8065 ___ Generator Loss: 1.1268 Epoch 2/2 ___ Discriminator Loss: 0.7737 ___ Generator Loss: 1.2567 Epoch 2/2 ___ Discriminator Loss: 0.6959 ___ Generator Loss: 1.4144 Epoch 2/2 ___ Discriminator Loss: 0.7342 ___ Generator Loss: 2.1525 Epoch 2/2 ___ Discriminator Loss: 0.8144 ___ Generator Loss: 1.9296 Epoch 2/2 ___ Discriminator Loss: 1.0972 ___ Generator Loss: 0.7043 Epoch 2/2 ___ Discriminator Loss: 1.0026 ___ Generator Loss: 0.9153 Epoch 2/2 ___ Discriminator Loss: 1.4221 ___ Generator Loss: 0.4740 Epoch 2/2 ___ Discriminator Loss: 0.9800 ___ Generator Loss: 0.8248
Epoch 2/2 ___ Discriminator Loss: 0.7340 ___ Generator Loss: 1.4249 Epoch 2/2 ___ Discriminator Loss: 1.0862 ___ Generator Loss: 2.0567 Epoch 2/2 ___ Discriminator Loss: 0.9907 ___ Generator Loss: 0.9863 Epoch 2/2 ___ Discriminator Loss: 0.8575 ___ Generator Loss: 1.1090 Epoch 2/2 ___ Discriminator Loss: 1.3431 ___ Generator Loss: 0.5090 Epoch 2/2 ___ Discriminator Loss: 0.9850 ___ Generator Loss: 1.1000 Epoch 2/2 ___ Discriminator Loss: 0.8990 ___ Generator Loss: 1.2764 Epoch 2/2 ___ Discriminator Loss: 0.6255 ___ Generator Loss: 1.8125 Epoch 2/2 ___ Discriminator Loss: 0.8103 ___ Generator Loss: 1.2508 Epoch 2/2 ___ Discriminator Loss: 0.8258 ___ Generator Loss: 1.2108
Epoch 2/2 ___ Discriminator Loss: 0.8367 ___ Generator Loss: 1.0877 Epoch 2/2 ___ Discriminator Loss: 0.9085 ___ Generator Loss: 1.0399 Epoch 2/2 ___ Discriminator Loss: 0.8498 ___ Generator Loss: 1.1247 Epoch 2/2 ___ Discriminator Loss: 0.7076 ___ Generator Loss: 1.4157 Epoch 2/2 ___ Discriminator Loss: 0.7638 ___ Generator Loss: 1.1808 Epoch 2/2 ___ Discriminator Loss: 0.8972 ___ Generator Loss: 1.0475 Epoch 2/2 ___ Discriminator Loss: 1.1859 ___ Generator Loss: 0.7081 Epoch 2/2 ___ Discriminator Loss: 0.6333 ___ Generator Loss: 1.5896 Epoch 2/2 ___ Discriminator Loss: 0.9656 ___ Generator Loss: 0.9486 Epoch 2/2 ___ Discriminator Loss: 0.9489 ___ Generator Loss: 0.8580
Epoch 2/2 ___ Discriminator Loss: 0.9434 ___ Generator Loss: 0.9277 Epoch 2/2 ___ Discriminator Loss: 0.9644 ___ Generator Loss: 0.9131 Epoch 2/2 ___ Discriminator Loss: 1.1073 ___ Generator Loss: 0.6674 Epoch 2/2 ___ Discriminator Loss: 0.8850 ___ Generator Loss: 1.1166 Epoch 2/2 ___ Discriminator Loss: 0.8300 ___ Generator Loss: 1.0933 Epoch 2/2 ___ Discriminator Loss: 0.7868 ___ Generator Loss: 1.3527 Epoch 2/2 ___ Discriminator Loss: 0.9688 ___ Generator Loss: 0.8692 Epoch 2/2 ___ Discriminator Loss: 0.9739 ___ Generator Loss: 1.1636 Epoch 2/2 ___ Discriminator Loss: 1.3263 ___ Generator Loss: 0.6539 Epoch 2/2 ___ Discriminator Loss: 0.8159 ___ Generator Loss: 1.2052
Epoch 2/2 ___ Discriminator Loss: 0.7864 ___ Generator Loss: 1.4377 Epoch 2/2 ___ Discriminator Loss: 0.6168 ___ Generator Loss: 1.5896 Epoch 2/2 ___ Discriminator Loss: 1.3532 ___ Generator Loss: 0.5353 Epoch 2/2 ___ Discriminator Loss: 0.6861 ___ Generator Loss: 1.3512 Epoch 2/2 ___ Discriminator Loss: 1.2127 ___ Generator Loss: 0.7128 Epoch 2/2 ___ Discriminator Loss: 0.7735 ___ Generator Loss: 1.9856 Epoch 2/2 ___ Discriminator Loss: 0.9686 ___ Generator Loss: 1.4238 Epoch 2/2 ___ Discriminator Loss: 0.6640 ___ Generator Loss: 1.5663 Epoch 2/2 ___ Discriminator Loss: 0.9459 ___ Generator Loss: 0.8767 Epoch 2/2 ___ Discriminator Loss: 0.8688 ___ Generator Loss: 1.0304
Epoch 2/2 ___ Discriminator Loss: 0.9796 ___ Generator Loss: 0.8993 Epoch 2/2 ___ Discriminator Loss: 1.0438 ___ Generator Loss: 0.8043 Epoch 2/2 ___ Discriminator Loss: 1.2752 ___ Generator Loss: 0.6131 Epoch 2/2 ___ Discriminator Loss: 0.7054 ___ Generator Loss: 1.3273 Epoch 2/2 ___ Discriminator Loss: 1.0291 ___ Generator Loss: 1.0350 Epoch 2/2 ___ Discriminator Loss: 0.9721 ___ Generator Loss: 0.9758 Epoch 2/2 ___ Discriminator Loss: 0.9471 ___ Generator Loss: 0.9773 Epoch 2/2 ___ Discriminator Loss: 0.7490 ___ Generator Loss: 1.2753 Epoch 2/2 ___ Discriminator Loss: 1.0142 ___ Generator Loss: 0.8480 Epoch 2/2 ___ Discriminator Loss: 0.7699 ___ Generator Loss: 1.2598
Epoch 2/2 ___ Discriminator Loss: 1.1674 ___ Generator Loss: 0.6708 Epoch 2/2 ___ Discriminator Loss: 1.0362 ___ Generator Loss: 0.8293 Epoch 2/2 ___ Discriminator Loss: 0.9672 ___ Generator Loss: 1.2636 Epoch 2/2 ___ Discriminator Loss: 0.7016 ___ Generator Loss: 1.4546 Epoch 2/2 ___ Discriminator Loss: 0.6933 ___ Generator Loss: 1.3569 Epoch 2/2 ___ Discriminator Loss: 0.9234 ___ Generator Loss: 0.9232 Epoch 2/2 ___ Discriminator Loss: 0.6850 ___ Generator Loss: 1.5255 Epoch 2/2 ___ Discriminator Loss: 1.0494 ___ Generator Loss: 0.8149 Epoch 2/2 ___ Discriminator Loss: 1.0548 ___ Generator Loss: 0.8647 Epoch 2/2 ___ Discriminator Loss: 1.1279 ___ Generator Loss: 0.7566
Epoch 2/2 ___ Discriminator Loss: 1.0384 ___ Generator Loss: 0.8233 Epoch 2/2 ___ Discriminator Loss: 1.4251 ___ Generator Loss: 0.5293 Epoch 2/2 ___ Discriminator Loss: 2.1083 ___ Generator Loss: 2.8359 Epoch 2/2 ___ Discriminator Loss: 0.9345 ___ Generator Loss: 2.1793 Epoch 2/2 ___ Discriminator Loss: 0.7328 ___ Generator Loss: 1.3821 Epoch 2/2 ___ Discriminator Loss: 1.2262 ___ Generator Loss: 0.6928 Epoch 2/2 ___ Discriminator Loss: 0.8164 ___ Generator Loss: 1.2509 Epoch 2/2 ___ Discriminator Loss: 1.0432 ___ Generator Loss: 0.7649 Epoch 2/2 ___ Discriminator Loss: 0.7807 ___ Generator Loss: 1.2959 Epoch 2/2 ___ Discriminator Loss: 1.0298 ___ Generator Loss: 0.8482
Epoch 2/2 ___ Discriminator Loss: 0.8172 ___ Generator Loss: 1.1618 Epoch 2/2 ___ Discriminator Loss: 0.8936 ___ Generator Loss: 0.9522 Epoch 2/2 ___ Discriminator Loss: 1.5886 ___ Generator Loss: 0.3773 Epoch 2/2 ___ Discriminator Loss: 0.9920 ___ Generator Loss: 0.7861 Epoch 2/2 ___ Discriminator Loss: 1.1568 ___ Generator Loss: 0.7729 Epoch 2/2 ___ Discriminator Loss: 0.7248 ___ Generator Loss: 1.3901 Epoch 2/2 ___ Discriminator Loss: 1.1508 ___ Generator Loss: 0.6535 Epoch 2/2 ___ Discriminator Loss: 0.9727 ___ Generator Loss: 0.9075 Epoch 2/2 ___ Discriminator Loss: 0.8717 ___ Generator Loss: 1.1005 Epoch 2/2 ___ Discriminator Loss: 0.9984 ___ Generator Loss: 0.8906
Epoch 2/2 ___ Discriminator Loss: 0.6948 ___ Generator Loss: 1.4841 Epoch 2/2 ___ Discriminator Loss: 1.8343 ___ Generator Loss: 0.3148 Epoch 2/2 ___ Discriminator Loss: 0.8281 ___ Generator Loss: 1.9749 Epoch 2/2 ___ Discriminator Loss: 0.7045 ___ Generator Loss: 1.4754 Epoch 2/2 ___ Discriminator Loss: 0.9926 ___ Generator Loss: 0.8224 Epoch 2/2 ___ Discriminator Loss: 0.7035 ___ Generator Loss: 1.3172 Epoch 2/2 ___ Discriminator Loss: 0.6665 ___ Generator Loss: 1.6295 Epoch 2/2 ___ Discriminator Loss: 0.7003 ___ Generator Loss: 1.5289 Epoch 2/2 ___ Discriminator Loss: 0.8590 ___ Generator Loss: 1.1968 Epoch 2/2 ___ Discriminator Loss: 0.7863 ___ Generator Loss: 1.2928
Epoch 2/2 ___ Discriminator Loss: 1.3668 ___ Generator Loss: 0.5357 Epoch 2/2 ___ Discriminator Loss: 1.0196 ___ Generator Loss: 0.8280 Epoch 2/2 ___ Discriminator Loss: 1.1508 ___ Generator Loss: 0.8498 Epoch 2/2 ___ Discriminator Loss: 0.6447 ___ Generator Loss: 1.4804 Epoch 2/2 ___ Discriminator Loss: 1.1323 ___ Generator Loss: 2.3588 Epoch 2/2 ___ Discriminator Loss: 0.8574 ___ Generator Loss: 1.0713 Epoch 2/2 ___ Discriminator Loss: 0.8559 ___ Generator Loss: 1.1246 Epoch 2/2 ___ Discriminator Loss: 0.7991 ___ Generator Loss: 1.8869 Epoch 2/2 ___ Discriminator Loss: 1.5868 ___ Generator Loss: 0.4911 Epoch 2/2 ___ Discriminator Loss: 0.7012 ___ Generator Loss: 1.3875
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 4
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/4 ___ Discriminator Loss: 1.0455 ___ Generator Loss: 0.8712 Epoch 1/4 ___ Discriminator Loss: 0.5375 ___ Generator Loss: 2.2574 Epoch 1/4 ___ Discriminator Loss: 0.5138 ___ Generator Loss: 2.3341 Epoch 1/4 ___ Discriminator Loss: 0.6076 ___ Generator Loss: 2.1231 Epoch 1/4 ___ Discriminator Loss: 0.4019 ___ Generator Loss: 3.5059 Epoch 1/4 ___ Discriminator Loss: 0.3954 ___ Generator Loss: 5.2672 Epoch 1/4 ___ Discriminator Loss: 0.4651 ___ Generator Loss: 6.7905 Epoch 1/4 ___ Discriminator Loss: 1.4609 ___ Generator Loss: 0.7168 Epoch 1/4 ___ Discriminator Loss: 1.5398 ___ Generator Loss: 0.4757 Epoch 1/4 ___ Discriminator Loss: 0.5280 ___ Generator Loss: 3.3452
Epoch 1/4 ___ Discriminator Loss: 1.3030 ___ Generator Loss: 5.4534 Epoch 1/4 ___ Discriminator Loss: 0.9831 ___ Generator Loss: 1.1048 Epoch 1/4 ___ Discriminator Loss: 0.9155 ___ Generator Loss: 1.7393 Epoch 1/4 ___ Discriminator Loss: 0.7867 ___ Generator Loss: 1.8174 Epoch 1/4 ___ Discriminator Loss: 0.8319 ___ Generator Loss: 3.2243 Epoch 1/4 ___ Discriminator Loss: 0.8488 ___ Generator Loss: 1.2451 Epoch 1/4 ___ Discriminator Loss: 0.8917 ___ Generator Loss: 1.1578 Epoch 1/4 ___ Discriminator Loss: 0.8774 ___ Generator Loss: 1.7253 Epoch 1/4 ___ Discriminator Loss: 0.7436 ___ Generator Loss: 2.3895 Epoch 1/4 ___ Discriminator Loss: 0.7001 ___ Generator Loss: 2.4485
Epoch 1/4 ___ Discriminator Loss: 0.9928 ___ Generator Loss: 1.1051 Epoch 1/4 ___ Discriminator Loss: 0.7941 ___ Generator Loss: 1.3045 Epoch 1/4 ___ Discriminator Loss: 0.8095 ___ Generator Loss: 1.9566 Epoch 1/4 ___ Discriminator Loss: 1.0916 ___ Generator Loss: 3.2099 Epoch 1/4 ___ Discriminator Loss: 0.8429 ___ Generator Loss: 1.3567 Epoch 1/4 ___ Discriminator Loss: 0.7633 ___ Generator Loss: 2.1577 Epoch 1/4 ___ Discriminator Loss: 0.8510 ___ Generator Loss: 1.4275 Epoch 1/4 ___ Discriminator Loss: 0.5373 ___ Generator Loss: 2.4951 Epoch 1/4 ___ Discriminator Loss: 0.7036 ___ Generator Loss: 1.6257 Epoch 1/4 ___ Discriminator Loss: 0.8592 ___ Generator Loss: 3.8031
Epoch 1/4 ___ Discriminator Loss: 1.2460 ___ Generator Loss: 0.7072 Epoch 1/4 ___ Discriminator Loss: 0.6961 ___ Generator Loss: 1.9753 Epoch 1/4 ___ Discriminator Loss: 0.7090 ___ Generator Loss: 1.4952 Epoch 1/4 ___ Discriminator Loss: 0.8064 ___ Generator Loss: 1.3050 Epoch 1/4 ___ Discriminator Loss: 0.5068 ___ Generator Loss: 2.9799 Epoch 1/4 ___ Discriminator Loss: 1.4159 ___ Generator Loss: 0.6694 Epoch 1/4 ___ Discriminator Loss: 0.8770 ___ Generator Loss: 1.4013 Epoch 1/4 ___ Discriminator Loss: 0.8783 ___ Generator Loss: 1.2572 Epoch 1/4 ___ Discriminator Loss: 1.0688 ___ Generator Loss: 2.5333 Epoch 1/4 ___ Discriminator Loss: 0.5815 ___ Generator Loss: 2.7072
Epoch 1/4 ___ Discriminator Loss: 0.9152 ___ Generator Loss: 1.1848 Epoch 1/4 ___ Discriminator Loss: 0.6186 ___ Generator Loss: 2.5065 Epoch 1/4 ___ Discriminator Loss: 0.9378 ___ Generator Loss: 1.7488 Epoch 1/4 ___ Discriminator Loss: 0.6124 ___ Generator Loss: 1.9840 Epoch 1/4 ___ Discriminator Loss: 0.6686 ___ Generator Loss: 2.0727 Epoch 1/4 ___ Discriminator Loss: 0.7472 ___ Generator Loss: 2.2082 Epoch 1/4 ___ Discriminator Loss: 0.7237 ___ Generator Loss: 1.4483 Epoch 1/4 ___ Discriminator Loss: 2.2632 ___ Generator Loss: 4.7526 Epoch 1/4 ___ Discriminator Loss: 1.2715 ___ Generator Loss: 0.9428 Epoch 1/4 ___ Discriminator Loss: 1.0288 ___ Generator Loss: 0.9786
Epoch 1/4 ___ Discriminator Loss: 0.9335 ___ Generator Loss: 1.4356 Epoch 1/4 ___ Discriminator Loss: 0.7111 ___ Generator Loss: 1.6079 Epoch 1/4 ___ Discriminator Loss: 0.9187 ___ Generator Loss: 2.4815 Epoch 1/4 ___ Discriminator Loss: 0.6260 ___ Generator Loss: 2.2640 Epoch 1/4 ___ Discriminator Loss: 0.6850 ___ Generator Loss: 1.5801 Epoch 1/4 ___ Discriminator Loss: 1.1159 ___ Generator Loss: 0.7531 Epoch 1/4 ___ Discriminator Loss: 0.5345 ___ Generator Loss: 2.4135 Epoch 1/4 ___ Discriminator Loss: 0.7305 ___ Generator Loss: 3.0226 Epoch 1/4 ___ Discriminator Loss: 0.7121 ___ Generator Loss: 1.5395 Epoch 1/4 ___ Discriminator Loss: 0.5607 ___ Generator Loss: 2.1658
Epoch 1/4 ___ Discriminator Loss: 0.7497 ___ Generator Loss: 1.4276 Epoch 1/4 ___ Discriminator Loss: 0.6499 ___ Generator Loss: 2.1061 Epoch 1/4 ___ Discriminator Loss: 0.6736 ___ Generator Loss: 1.5592 Epoch 1/4 ___ Discriminator Loss: 0.5842 ___ Generator Loss: 2.4665 Epoch 1/4 ___ Discriminator Loss: 1.0969 ___ Generator Loss: 0.8060 Epoch 1/4 ___ Discriminator Loss: 1.1792 ___ Generator Loss: 1.1543 Epoch 1/4 ___ Discriminator Loss: 1.3517 ___ Generator Loss: 4.3317 Epoch 1/4 ___ Discriminator Loss: 1.0319 ___ Generator Loss: 0.9530 Epoch 1/4 ___ Discriminator Loss: 0.9392 ___ Generator Loss: 1.6723 Epoch 1/4 ___ Discriminator Loss: 1.6136 ___ Generator Loss: 0.5176
Epoch 1/4 ___ Discriminator Loss: 0.6228 ___ Generator Loss: 2.3995 Epoch 1/4 ___ Discriminator Loss: 0.8296 ___ Generator Loss: 1.7419 Epoch 1/4 ___ Discriminator Loss: 0.6920 ___ Generator Loss: 1.7868 Epoch 1/4 ___ Discriminator Loss: 0.9675 ___ Generator Loss: 3.3653 Epoch 1/4 ___ Discriminator Loss: 0.9158 ___ Generator Loss: 1.1239 Epoch 1/4 ___ Discriminator Loss: 2.1118 ___ Generator Loss: 0.2590 Epoch 1/4 ___ Discriminator Loss: 0.5008 ___ Generator Loss: 3.1269 Epoch 1/4 ___ Discriminator Loss: 0.6338 ___ Generator Loss: 2.7970 Epoch 1/4 ___ Discriminator Loss: 1.6573 ___ Generator Loss: 3.6456 Epoch 1/4 ___ Discriminator Loss: 1.1171 ___ Generator Loss: 0.9078
Epoch 1/4 ___ Discriminator Loss: 1.0571 ___ Generator Loss: 1.2426 Epoch 1/4 ___ Discriminator Loss: 0.8082 ___ Generator Loss: 1.6202 Epoch 1/4 ___ Discriminator Loss: 1.6649 ___ Generator Loss: 0.4220 Epoch 1/4 ___ Discriminator Loss: 0.6111 ___ Generator Loss: 2.0778 Epoch 1/4 ___ Discriminator Loss: 0.6970 ___ Generator Loss: 2.2897 Epoch 1/4 ___ Discriminator Loss: 1.3583 ___ Generator Loss: 3.4745 Epoch 1/4 ___ Discriminator Loss: 0.7660 ___ Generator Loss: 1.5907 Epoch 1/4 ___ Discriminator Loss: 0.7510 ___ Generator Loss: 2.3196 Epoch 1/4 ___ Discriminator Loss: 1.0112 ___ Generator Loss: 1.3331 Epoch 1/4 ___ Discriminator Loss: 0.8357 ___ Generator Loss: 1.8395
Epoch 1/4 ___ Discriminator Loss: 1.4646 ___ Generator Loss: 3.0115 Epoch 1/4 ___ Discriminator Loss: 0.6495 ___ Generator Loss: 1.7516 Epoch 1/4 ___ Discriminator Loss: 1.2253 ___ Generator Loss: 3.9760 Epoch 1/4 ___ Discriminator Loss: 0.6036 ___ Generator Loss: 2.3114 Epoch 1/4 ___ Discriminator Loss: 0.8142 ___ Generator Loss: 2.0179 Epoch 1/4 ___ Discriminator Loss: 1.3385 ___ Generator Loss: 4.1460 Epoch 1/4 ___ Discriminator Loss: 1.4860 ___ Generator Loss: 0.5040 Epoch 1/4 ___ Discriminator Loss: 0.8843 ___ Generator Loss: 1.4256 Epoch 1/4 ___ Discriminator Loss: 0.9501 ___ Generator Loss: 2.5159 Epoch 1/4 ___ Discriminator Loss: 0.9383 ___ Generator Loss: 1.1825
Epoch 1/4 ___ Discriminator Loss: 0.6185 ___ Generator Loss: 1.8216 Epoch 1/4 ___ Discriminator Loss: 1.1760 ___ Generator Loss: 0.7245 Epoch 1/4 ___ Discriminator Loss: 0.5650 ___ Generator Loss: 1.9593 Epoch 1/4 ___ Discriminator Loss: 0.7798 ___ Generator Loss: 1.3311 Epoch 1/4 ___ Discriminator Loss: 0.9641 ___ Generator Loss: 3.6931 Epoch 1/4 ___ Discriminator Loss: 0.8867 ___ Generator Loss: 1.0926 Epoch 1/4 ___ Discriminator Loss: 0.9620 ___ Generator Loss: 4.0191 Epoch 1/4 ___ Discriminator Loss: 1.0088 ___ Generator Loss: 0.8990 Epoch 1/4 ___ Discriminator Loss: 0.8895 ___ Generator Loss: 3.9151 Epoch 1/4 ___ Discriminator Loss: 1.1241 ___ Generator Loss: 0.8107
Epoch 1/4 ___ Discriminator Loss: 1.7305 ___ Generator Loss: 0.3905 Epoch 1/4 ___ Discriminator Loss: 0.8458 ___ Generator Loss: 1.7480 Epoch 1/4 ___ Discriminator Loss: 1.1340 ___ Generator Loss: 0.7689 Epoch 1/4 ___ Discriminator Loss: 0.5927 ___ Generator Loss: 3.3115 Epoch 1/4 ___ Discriminator Loss: 0.6539 ___ Generator Loss: 1.7035 Epoch 1/4 ___ Discriminator Loss: 0.5166 ___ Generator Loss: 2.7680 Epoch 1/4 ___ Discriminator Loss: 1.3747 ___ Generator Loss: 0.5580 Epoch 1/4 ___ Discriminator Loss: 0.4464 ___ Generator Loss: 3.0458 Epoch 1/4 ___ Discriminator Loss: 1.1741 ___ Generator Loss: 0.6773 Epoch 1/4 ___ Discriminator Loss: 1.0269 ___ Generator Loss: 4.9479
Epoch 1/4 ___ Discriminator Loss: 2.0006 ___ Generator Loss: 0.2637 Epoch 1/4 ___ Discriminator Loss: 0.5750 ___ Generator Loss: 1.7895 Epoch 1/4 ___ Discriminator Loss: 1.2499 ___ Generator Loss: 3.8436 Epoch 1/4 ___ Discriminator Loss: 0.8479 ___ Generator Loss: 1.1734 Epoch 1/4 ___ Discriminator Loss: 1.1175 ___ Generator Loss: 0.7336 Epoch 1/4 ___ Discriminator Loss: 1.1055 ___ Generator Loss: 1.2321 Epoch 1/4 ___ Discriminator Loss: 0.8871 ___ Generator Loss: 1.0458 Epoch 1/4 ___ Discriminator Loss: 0.9349 ___ Generator Loss: 0.9875 Epoch 1/4 ___ Discriminator Loss: 0.5033 ___ Generator Loss: 3.2258 Epoch 1/4 ___ Discriminator Loss: 0.7570 ___ Generator Loss: 1.2679
Epoch 1/4 ___ Discriminator Loss: 1.0767 ___ Generator Loss: 3.5484 Epoch 1/4 ___ Discriminator Loss: 1.8226 ___ Generator Loss: 0.3078 Epoch 1/4 ___ Discriminator Loss: 0.8546 ___ Generator Loss: 1.1262 Epoch 1/4 ___ Discriminator Loss: 0.7001 ___ Generator Loss: 2.2536 Epoch 1/4 ___ Discriminator Loss: 0.5152 ___ Generator Loss: 2.2160 Epoch 1/4 ___ Discriminator Loss: 0.5866 ___ Generator Loss: 2.1011 Epoch 1/4 ___ Discriminator Loss: 0.8725 ___ Generator Loss: 1.1410 Epoch 1/4 ___ Discriminator Loss: 2.2680 ___ Generator Loss: 3.8736 Epoch 1/4 ___ Discriminator Loss: 0.6249 ___ Generator Loss: 2.6906 Epoch 1/4 ___ Discriminator Loss: 1.0844 ___ Generator Loss: 3.0734
Epoch 1/4 ___ Discriminator Loss: 1.1954 ___ Generator Loss: 0.6729 Epoch 1/4 ___ Discriminator Loss: 0.7673 ___ Generator Loss: 1.7608 Epoch 1/4 ___ Discriminator Loss: 0.9721 ___ Generator Loss: 1.1898 Epoch 1/4 ___ Discriminator Loss: 0.5794 ___ Generator Loss: 2.7514 Epoch 1/4 ___ Discriminator Loss: 0.5484 ___ Generator Loss: 1.9753 Epoch 1/4 ___ Discriminator Loss: 0.5548 ___ Generator Loss: 2.4876 Epoch 1/4 ___ Discriminator Loss: 1.2008 ___ Generator Loss: 0.6298 Epoch 1/4 ___ Discriminator Loss: 0.7305 ___ Generator Loss: 1.3736 Epoch 1/4 ___ Discriminator Loss: 0.9613 ___ Generator Loss: 0.8975 Epoch 1/4 ___ Discriminator Loss: 0.5177 ___ Generator Loss: 3.1973
Epoch 1/4 ___ Discriminator Loss: 0.8983 ___ Generator Loss: 0.9980 Epoch 1/4 ___ Discriminator Loss: 0.9231 ___ Generator Loss: 4.8658 Epoch 1/4 ___ Discriminator Loss: 2.0775 ___ Generator Loss: 3.6301 Epoch 1/4 ___ Discriminator Loss: 0.7996 ___ Generator Loss: 2.1267 Epoch 1/4 ___ Discriminator Loss: 1.6198 ___ Generator Loss: 0.3812 Epoch 1/4 ___ Discriminator Loss: 0.7292 ___ Generator Loss: 1.7674 Epoch 1/4 ___ Discriminator Loss: 0.4939 ___ Generator Loss: 3.4489 Epoch 1/4 ___ Discriminator Loss: 0.5829 ___ Generator Loss: 2.7520 Epoch 1/4 ___ Discriminator Loss: 0.5119 ___ Generator Loss: 2.8516 Epoch 1/4 ___ Discriminator Loss: 0.5414 ___ Generator Loss: 2.1635
Epoch 1/4 ___ Discriminator Loss: 0.8192 ___ Generator Loss: 3.0439 Epoch 1/4 ___ Discriminator Loss: 0.5365 ___ Generator Loss: 2.1235 Epoch 1/4 ___ Discriminator Loss: 0.5390 ___ Generator Loss: 2.1764 Epoch 1/4 ___ Discriminator Loss: 0.6369 ___ Generator Loss: 1.5721 Epoch 1/4 ___ Discriminator Loss: 0.7433 ___ Generator Loss: 2.0833 Epoch 1/4 ___ Discriminator Loss: 1.3687 ___ Generator Loss: 0.5245 Epoch 1/4 ___ Discriminator Loss: 0.7736 ___ Generator Loss: 3.1713 Epoch 1/4 ___ Discriminator Loss: 0.4409 ___ Generator Loss: 2.6544 Epoch 1/4 ___ Discriminator Loss: 1.0575 ___ Generator Loss: 1.3429 Epoch 1/4 ___ Discriminator Loss: 0.6168 ___ Generator Loss: 1.8363
Epoch 1/4 ___ Discriminator Loss: 0.4746 ___ Generator Loss: 2.6069 Epoch 1/4 ___ Discriminator Loss: 0.5148 ___ Generator Loss: 2.2822 Epoch 1/4 ___ Discriminator Loss: 0.6065 ___ Generator Loss: 4.7190 Epoch 1/4 ___ Discriminator Loss: 1.5052 ___ Generator Loss: 0.4576 Epoch 1/4 ___ Discriminator Loss: 0.5515 ___ Generator Loss: 2.9764 Epoch 1/4 ___ Discriminator Loss: 0.5094 ___ Generator Loss: 2.2607 Epoch 1/4 ___ Discriminator Loss: 0.7605 ___ Generator Loss: 1.3352 Epoch 1/4 ___ Discriminator Loss: 0.5409 ___ Generator Loss: 3.6768 Epoch 1/4 ___ Discriminator Loss: 0.4638 ___ Generator Loss: 2.7583 Epoch 1/4 ___ Discriminator Loss: 0.6430 ___ Generator Loss: 1.4930
Epoch 1/4 ___ Discriminator Loss: 1.3636 ___ Generator Loss: 0.5374 Epoch 1/4 ___ Discriminator Loss: 0.5811 ___ Generator Loss: 1.8376 Epoch 1/4 ___ Discriminator Loss: 1.4546 ___ Generator Loss: 0.5229 Epoch 1/4 ___ Discriminator Loss: 0.7575 ___ Generator Loss: 1.2264 Epoch 1/4 ___ Discriminator Loss: 0.4914 ___ Generator Loss: 2.6611 Epoch 1/4 ___ Discriminator Loss: 0.4487 ___ Generator Loss: 3.8906 Epoch 1/4 ___ Discriminator Loss: 0.5056 ___ Generator Loss: 2.4350 Epoch 1/4 ___ Discriminator Loss: 0.4812 ___ Generator Loss: 4.3604 Epoch 1/4 ___ Discriminator Loss: 1.7028 ___ Generator Loss: 0.3655 Epoch 1/4 ___ Discriminator Loss: 0.4505 ___ Generator Loss: 2.7596
Epoch 1/4 ___ Discriminator Loss: 1.4019 ___ Generator Loss: 1.5331 Epoch 1/4 ___ Discriminator Loss: 0.5203 ___ Generator Loss: 2.6489 Epoch 1/4 ___ Discriminator Loss: 0.5459 ___ Generator Loss: 1.9382 Epoch 1/4 ___ Discriminator Loss: 0.4198 ___ Generator Loss: 4.9538 Epoch 1/4 ___ Discriminator Loss: 0.9925 ___ Generator Loss: 0.8718 Epoch 1/4 ___ Discriminator Loss: 0.3810 ___ Generator Loss: 3.7152 Epoch 1/4 ___ Discriminator Loss: 1.2174 ___ Generator Loss: 0.6503 Epoch 1/4 ___ Discriminator Loss: 0.8053 ___ Generator Loss: 1.5031 Epoch 1/4 ___ Discriminator Loss: 0.4555 ___ Generator Loss: 2.6582 Epoch 1/4 ___ Discriminator Loss: 0.8249 ___ Generator Loss: 1.1355
Epoch 1/4 ___ Discriminator Loss: 0.3685 ___ Generator Loss: 5.6655 Epoch 1/4 ___ Discriminator Loss: 0.8865 ___ Generator Loss: 1.2831 Epoch 1/4 ___ Discriminator Loss: 0.4627 ___ Generator Loss: 2.6340 Epoch 1/4 ___ Discriminator Loss: 1.7755 ___ Generator Loss: 3.0760 Epoch 1/4 ___ Discriminator Loss: 0.4928 ___ Generator Loss: 2.7007 Epoch 1/4 ___ Discriminator Loss: 1.0369 ___ Generator Loss: 0.9232 Epoch 1/4 ___ Discriminator Loss: 0.4444 ___ Generator Loss: 2.5779 Epoch 1/4 ___ Discriminator Loss: 0.7368 ___ Generator Loss: 2.6526 Epoch 1/4 ___ Discriminator Loss: 0.5474 ___ Generator Loss: 1.7825 Epoch 1/4 ___ Discriminator Loss: 0.5338 ___ Generator Loss: 3.6561
Epoch 1/4 ___ Discriminator Loss: 2.0308 ___ Generator Loss: 3.2443 Epoch 1/4 ___ Discriminator Loss: 0.9441 ___ Generator Loss: 0.9276 Epoch 1/4 ___ Discriminator Loss: 0.4151 ___ Generator Loss: 3.8552 Epoch 1/4 ___ Discriminator Loss: 0.9114 ___ Generator Loss: 1.4014 Epoch 1/4 ___ Discriminator Loss: 0.9813 ___ Generator Loss: 0.9063 Epoch 1/4 ___ Discriminator Loss: 0.6242 ___ Generator Loss: 1.5837 Epoch 1/4 ___ Discriminator Loss: 0.7367 ___ Generator Loss: 4.4736 Epoch 1/4 ___ Discriminator Loss: 0.8909 ___ Generator Loss: 4.1800 Epoch 1/4 ___ Discriminator Loss: 0.6339 ___ Generator Loss: 1.7182 Epoch 1/4 ___ Discriminator Loss: 0.4979 ___ Generator Loss: 2.5729
Epoch 1/4 ___ Discriminator Loss: 1.2854 ___ Generator Loss: 2.6623 Epoch 1/4 ___ Discriminator Loss: 1.1687 ___ Generator Loss: 3.5402 Epoch 1/4 ___ Discriminator Loss: 0.9647 ___ Generator Loss: 1.0179 Epoch 1/4 ___ Discriminator Loss: 0.9897 ___ Generator Loss: 0.9012 Epoch 1/4 ___ Discriminator Loss: 0.5375 ___ Generator Loss: 2.0131 Epoch 1/4 ___ Discriminator Loss: 0.5317 ___ Generator Loss: 5.2963 Epoch 1/4 ___ Discriminator Loss: 0.4547 ___ Generator Loss: 3.1672 Epoch 1/4 ___ Discriminator Loss: 0.8808 ___ Generator Loss: 1.0341 Epoch 1/4 ___ Discriminator Loss: 0.4934 ___ Generator Loss: 2.2069 Epoch 1/4 ___ Discriminator Loss: 0.8862 ___ Generator Loss: 1.0575
Epoch 1/4 ___ Discriminator Loss: 0.5217 ___ Generator Loss: 2.0695 Epoch 1/4 ___ Discriminator Loss: 1.2972 ___ Generator Loss: 2.5916 Epoch 1/4 ___ Discriminator Loss: 0.8807 ___ Generator Loss: 4.1756 Epoch 1/4 ___ Discriminator Loss: 0.6664 ___ Generator Loss: 2.9713 Epoch 1/4 ___ Discriminator Loss: 0.5944 ___ Generator Loss: 1.7992 Epoch 1/4 ___ Discriminator Loss: 0.5228 ___ Generator Loss: 2.0740 Epoch 1/4 ___ Discriminator Loss: 0.5913 ___ Generator Loss: 1.8002 Epoch 1/4 ___ Discriminator Loss: 0.6877 ___ Generator Loss: 4.4516 Epoch 1/4 ___ Discriminator Loss: 0.4590 ___ Generator Loss: 2.7065 Epoch 1/4 ___ Discriminator Loss: 0.7676 ___ Generator Loss: 1.2149
Epoch 1/4 ___ Discriminator Loss: 0.6575 ___ Generator Loss: 2.7649 Epoch 1/4 ___ Discriminator Loss: 0.9371 ___ Generator Loss: 2.4174 Epoch 1/4 ___ Discriminator Loss: 1.2506 ___ Generator Loss: 0.6089 Epoch 1/4 ___ Discriminator Loss: 0.6162 ___ Generator Loss: 1.7298 Epoch 1/4 ___ Discriminator Loss: 0.5875 ___ Generator Loss: 1.9033 Epoch 1/4 ___ Discriminator Loss: 0.5427 ___ Generator Loss: 2.0106 Epoch 1/4 ___ Discriminator Loss: 0.7309 ___ Generator Loss: 1.3514 Epoch 1/4 ___ Discriminator Loss: 0.4560 ___ Generator Loss: 3.5731 Epoch 1/4 ___ Discriminator Loss: 0.5071 ___ Generator Loss: 2.2523 Epoch 1/4 ___ Discriminator Loss: 3.0135 ___ Generator Loss: 4.2728
Epoch 1/4 ___ Discriminator Loss: 0.9394 ___ Generator Loss: 2.7852 Epoch 1/4 ___ Discriminator Loss: 0.6580 ___ Generator Loss: 1.6566 Epoch 1/4 ___ Discriminator Loss: 0.4779 ___ Generator Loss: 2.5462 Epoch 1/4 ___ Discriminator Loss: 0.7942 ___ Generator Loss: 1.1448 Epoch 1/4 ___ Discriminator Loss: 1.0049 ___ Generator Loss: 0.9680 Epoch 1/4 ___ Discriminator Loss: 1.0487 ___ Generator Loss: 0.8922 Epoch 1/4 ___ Discriminator Loss: 0.9599 ___ Generator Loss: 1.0540 Epoch 1/4 ___ Discriminator Loss: 1.1443 ___ Generator Loss: 2.1765 Epoch 1/4 ___ Discriminator Loss: 0.5097 ___ Generator Loss: 2.3365 Epoch 1/4 ___ Discriminator Loss: 0.5186 ___ Generator Loss: 3.5853
Epoch 1/4 ___ Discriminator Loss: 0.4082 ___ Generator Loss: 3.8352 Epoch 1/4 ___ Discriminator Loss: 0.6955 ___ Generator Loss: 1.3851 Epoch 1/4 ___ Discriminator Loss: 0.4839 ___ Generator Loss: 2.2234 Epoch 1/4 ___ Discriminator Loss: 0.8504 ___ Generator Loss: 1.0206 Epoch 1/4 ___ Discriminator Loss: 0.6821 ___ Generator Loss: 1.4154 Epoch 1/4 ___ Discriminator Loss: 0.7936 ___ Generator Loss: 2.7590 Epoch 1/4 ___ Discriminator Loss: 0.4093 ___ Generator Loss: 3.0892 Epoch 1/4 ___ Discriminator Loss: 0.4325 ___ Generator Loss: 4.5300 Epoch 1/4 ___ Discriminator Loss: 0.4823 ___ Generator Loss: 2.2411 Epoch 1/4 ___ Discriminator Loss: 0.8997 ___ Generator Loss: 1.5220
Epoch 1/4 ___ Discriminator Loss: 0.5972 ___ Generator Loss: 2.2344 Epoch 1/4 ___ Discriminator Loss: 0.6743 ___ Generator Loss: 4.6969 Epoch 1/4 ___ Discriminator Loss: 1.1295 ___ Generator Loss: 0.6694 Epoch 1/4 ___ Discriminator Loss: 0.7374 ___ Generator Loss: 3.4765 Epoch 1/4 ___ Discriminator Loss: 0.5384 ___ Generator Loss: 2.4588 Epoch 1/4 ___ Discriminator Loss: 1.9584 ___ Generator Loss: 3.1077 Epoch 1/4 ___ Discriminator Loss: 1.0522 ___ Generator Loss: 0.8943 Epoch 1/4 ___ Discriminator Loss: 1.3979 ___ Generator Loss: 0.5202 Epoch 1/4 ___ Discriminator Loss: 0.4054 ___ Generator Loss: 5.1610 Epoch 1/4 ___ Discriminator Loss: 0.5543 ___ Generator Loss: 1.9938
Epoch 1/4 ___ Discriminator Loss: 0.6090 ___ Generator Loss: 2.6550 Epoch 1/4 ___ Discriminator Loss: 1.1811 ___ Generator Loss: 3.5604 Epoch 1/4 ___ Discriminator Loss: 0.8527 ___ Generator Loss: 2.1251 Epoch 1/4 ___ Discriminator Loss: 0.7462 ___ Generator Loss: 1.2607 Epoch 1/4 ___ Discriminator Loss: 0.4454 ___ Generator Loss: 4.0015 Epoch 1/4 ___ Discriminator Loss: 0.6689 ___ Generator Loss: 1.3934 Epoch 1/4 ___ Discriminator Loss: 0.6790 ___ Generator Loss: 1.3619 Epoch 1/4 ___ Discriminator Loss: 0.6041 ___ Generator Loss: 3.2530 Epoch 1/4 ___ Discriminator Loss: 0.6005 ___ Generator Loss: 1.7123 Epoch 1/4 ___ Discriminator Loss: 0.5118 ___ Generator Loss: 4.0541
Epoch 1/4 ___ Discriminator Loss: 0.7755 ___ Generator Loss: 1.1478 Epoch 1/4 ___ Discriminator Loss: 1.3630 ___ Generator Loss: 2.8009 Epoch 1/4 ___ Discriminator Loss: 0.4758 ___ Generator Loss: 2.2700 Epoch 1/4 ___ Discriminator Loss: 0.6765 ___ Generator Loss: 3.5066 Epoch 1/4 ___ Discriminator Loss: 0.8505 ___ Generator Loss: 1.6687 Epoch 1/4 ___ Discriminator Loss: 0.4261 ___ Generator Loss: 3.0798 Epoch 1/4 ___ Discriminator Loss: 0.8534 ___ Generator Loss: 3.4529 Epoch 1/4 ___ Discriminator Loss: 0.6265 ___ Generator Loss: 1.5524 Epoch 1/4 ___ Discriminator Loss: 0.7242 ___ Generator Loss: 1.3349 Epoch 1/4 ___ Discriminator Loss: 0.3720 ___ Generator Loss: 3.7999
Epoch 1/4 ___ Discriminator Loss: 0.8422 ___ Generator Loss: 1.0882 Epoch 1/4 ___ Discriminator Loss: 1.2776 ___ Generator Loss: 0.5590 Epoch 1/4 ___ Discriminator Loss: 0.4741 ___ Generator Loss: 2.6032 Epoch 1/4 ___ Discriminator Loss: 1.0098 ___ Generator Loss: 0.8121 Epoch 1/4 ___ Discriminator Loss: 1.0464 ___ Generator Loss: 1.0256 Epoch 1/4 ___ Discriminator Loss: 0.8874 ___ Generator Loss: 1.0912 Epoch 1/4 ___ Discriminator Loss: 0.6623 ___ Generator Loss: 1.4997 Epoch 1/4 ___ Discriminator Loss: 0.8028 ___ Generator Loss: 1.3787 Epoch 1/4 ___ Discriminator Loss: 0.8749 ___ Generator Loss: 1.1802 Epoch 1/4 ___ Discriminator Loss: 0.7417 ___ Generator Loss: 3.0164
Epoch 1/4 ___ Discriminator Loss: 1.3195 ___ Generator Loss: 0.5295 Epoch 1/4 ___ Discriminator Loss: 0.5520 ___ Generator Loss: 2.6403 Epoch 1/4 ___ Discriminator Loss: 1.0387 ___ Generator Loss: 0.8606 Epoch 1/4 ___ Discriminator Loss: 1.2825 ___ Generator Loss: 2.9361 Epoch 1/4 ___ Discriminator Loss: 1.0816 ___ Generator Loss: 0.7993 Epoch 1/4 ___ Discriminator Loss: 0.4956 ___ Generator Loss: 3.7269 Epoch 1/4 ___ Discriminator Loss: 0.4974 ___ Generator Loss: 2.7483 Epoch 1/4 ___ Discriminator Loss: 0.6725 ___ Generator Loss: 1.4442 Epoch 1/4 ___ Discriminator Loss: 0.5230 ___ Generator Loss: 2.4246 Epoch 1/4 ___ Discriminator Loss: 0.5087 ___ Generator Loss: 2.3865
Epoch 1/4 ___ Discriminator Loss: 2.0014 ___ Generator Loss: 2.4373 Epoch 1/4 ___ Discriminator Loss: 1.3236 ___ Generator Loss: 1.8672 Epoch 1/4 ___ Discriminator Loss: 1.1072 ___ Generator Loss: 0.7685 Epoch 1/4 ___ Discriminator Loss: 0.7289 ___ Generator Loss: 2.2149 Epoch 1/4 ___ Discriminator Loss: 0.7099 ___ Generator Loss: 2.5981 Epoch 1/4 ___ Discriminator Loss: 0.4545 ___ Generator Loss: 2.7286 Epoch 1/4 ___ Discriminator Loss: 0.4028 ___ Generator Loss: 3.5322 Epoch 1/4 ___ Discriminator Loss: 1.2434 ___ Generator Loss: 0.5819 Epoch 1/4 ___ Discriminator Loss: 0.8701 ___ Generator Loss: 5.2878 Epoch 1/4 ___ Discriminator Loss: 0.7871 ___ Generator Loss: 1.2895
Epoch 1/4 ___ Discriminator Loss: 1.5954 ___ Generator Loss: 0.4163 Epoch 1/4 ___ Discriminator Loss: 0.3952 ___ Generator Loss: 3.8283 Epoch 1/4 ___ Discriminator Loss: 1.4194 ___ Generator Loss: 0.5048 Epoch 1/4 ___ Discriminator Loss: 1.4539 ___ Generator Loss: 2.3923 Epoch 1/4 ___ Discriminator Loss: 0.6094 ___ Generator Loss: 1.9641 Epoch 1/4 ___ Discriminator Loss: 0.5211 ___ Generator Loss: 2.0865 Epoch 1/4 ___ Discriminator Loss: 0.5967 ___ Generator Loss: 1.7387 Epoch 1/4 ___ Discriminator Loss: 0.3762 ___ Generator Loss: 5.4190 Epoch 1/4 ___ Discriminator Loss: 0.9258 ___ Generator Loss: 1.3785 Epoch 1/4 ___ Discriminator Loss: 0.5248 ___ Generator Loss: 2.0802
Epoch 1/4 ___ Discriminator Loss: 1.0568 ___ Generator Loss: 0.8040 Epoch 1/4 ___ Discriminator Loss: 0.6547 ___ Generator Loss: 2.0552 Epoch 1/4 ___ Discriminator Loss: 0.7907 ___ Generator Loss: 1.1482 Epoch 1/4 ___ Discriminator Loss: 1.1089 ___ Generator Loss: 2.1468 Epoch 1/4 ___ Discriminator Loss: 0.6408 ___ Generator Loss: 1.6168 Epoch 1/4 ___ Discriminator Loss: 0.5263 ___ Generator Loss: 2.1542 Epoch 1/4 ___ Discriminator Loss: 0.8047 ___ Generator Loss: 3.2709 Epoch 1/4 ___ Discriminator Loss: 0.9701 ___ Generator Loss: 2.1348 Epoch 1/4 ___ Discriminator Loss: 0.5720 ___ Generator Loss: 1.8113 Epoch 1/4 ___ Discriminator Loss: 0.6586 ___ Generator Loss: 4.8167
Epoch 1/4 ___ Discriminator Loss: 1.1114 ___ Generator Loss: 0.7391 Epoch 1/4 ___ Discriminator Loss: 0.6905 ___ Generator Loss: 1.3615 Epoch 1/4 ___ Discriminator Loss: 0.7471 ___ Generator Loss: 1.4861 Epoch 1/4 ___ Discriminator Loss: 0.4488 ___ Generator Loss: 2.6408 Epoch 1/4 ___ Discriminator Loss: 0.3947 ___ Generator Loss: 3.6825 Epoch 1/4 ___ Discriminator Loss: 0.8096 ___ Generator Loss: 1.9640 Epoch 1/4 ___ Discriminator Loss: 1.3379 ___ Generator Loss: 0.5224 Epoch 1/4 ___ Discriminator Loss: 0.6203 ___ Generator Loss: 2.1002 Epoch 1/4 ___ Discriminator Loss: 0.5379 ___ Generator Loss: 3.6546 Epoch 1/4 ___ Discriminator Loss: 0.4681 ___ Generator Loss: 2.7545
Epoch 1/4 ___ Discriminator Loss: 0.7667 ___ Generator Loss: 1.2119 Epoch 1/4 ___ Discriminator Loss: 0.9210 ___ Generator Loss: 2.0289 Epoch 1/4 ___ Discriminator Loss: 0.5128 ___ Generator Loss: 2.3529 Epoch 1/4 ___ Discriminator Loss: 0.7134 ___ Generator Loss: 2.3043 Epoch 1/4 ___ Discriminator Loss: 0.7359 ___ Generator Loss: 1.8052 Epoch 1/4 ___ Discriminator Loss: 0.6339 ___ Generator Loss: 1.6534 Epoch 1/4 ___ Discriminator Loss: 0.9841 ___ Generator Loss: 2.2869 Epoch 1/4 ___ Discriminator Loss: 0.9063 ___ Generator Loss: 1.5962 Epoch 1/4 ___ Discriminator Loss: 1.0605 ___ Generator Loss: 5.0436 Epoch 1/4 ___ Discriminator Loss: 0.6355 ___ Generator Loss: 1.6344
Epoch 1/4 ___ Discriminator Loss: 0.6023 ___ Generator Loss: 1.7202 Epoch 1/4 ___ Discriminator Loss: 0.7137 ___ Generator Loss: 1.8384 Epoch 1/4 ___ Discriminator Loss: 0.7814 ___ Generator Loss: 1.2026 Epoch 1/4 ___ Discriminator Loss: 0.5379 ___ Generator Loss: 1.9999 Epoch 1/4 ___ Discriminator Loss: 0.8829 ___ Generator Loss: 0.9690 Epoch 1/4 ___ Discriminator Loss: 0.4629 ___ Generator Loss: 3.3949 Epoch 1/4 ___ Discriminator Loss: 0.3841 ___ Generator Loss: 3.8097 Epoch 1/4 ___ Discriminator Loss: 0.4051 ___ Generator Loss: 3.4994 Epoch 1/4 ___ Discriminator Loss: 0.4659 ___ Generator Loss: 2.8991 Epoch 1/4 ___ Discriminator Loss: 0.5730 ___ Generator Loss: 3.2574
Epoch 1/4 ___ Discriminator Loss: 0.9933 ___ Generator Loss: 0.8327 Epoch 1/4 ___ Discriminator Loss: 1.1421 ___ Generator Loss: 2.6139 Epoch 1/4 ___ Discriminator Loss: 0.5572 ___ Generator Loss: 1.8369 Epoch 1/4 ___ Discriminator Loss: 0.7313 ___ Generator Loss: 1.4307 Epoch 1/4 ___ Discriminator Loss: 0.3713 ___ Generator Loss: 4.3010 Epoch 1/4 ___ Discriminator Loss: 0.6747 ___ Generator Loss: 1.8391 Epoch 1/4 ___ Discriminator Loss: 0.5050 ___ Generator Loss: 2.3944 Epoch 1/4 ___ Discriminator Loss: 1.1147 ___ Generator Loss: 0.7535 Epoch 1/4 ___ Discriminator Loss: 1.6434 ___ Generator Loss: 0.3627 Epoch 1/4 ___ Discriminator Loss: 1.2918 ___ Generator Loss: 0.6401
Epoch 1/4 ___ Discriminator Loss: 1.0172 ___ Generator Loss: 1.0905 Epoch 1/4 ___ Discriminator Loss: 1.1011 ___ Generator Loss: 1.4243 Epoch 1/4 ___ Discriminator Loss: 0.8899 ___ Generator Loss: 1.1646 Epoch 1/4 ___ Discriminator Loss: 0.7221 ___ Generator Loss: 3.1424 Epoch 1/4 ___ Discriminator Loss: 0.8666 ___ Generator Loss: 1.0291 Epoch 1/4 ___ Discriminator Loss: 2.6434 ___ Generator Loss: 4.6676 Epoch 1/4 ___ Discriminator Loss: 0.5475 ___ Generator Loss: 2.0630 Epoch 1/4 ___ Discriminator Loss: 1.5530 ___ Generator Loss: 0.4190 Epoch 1/4 ___ Discriminator Loss: 0.9062 ___ Generator Loss: 1.4720 Epoch 1/4 ___ Discriminator Loss: 0.8067 ___ Generator Loss: 1.4053
Epoch 1/4 ___ Discriminator Loss: 1.2298 ___ Generator Loss: 0.5917 Epoch 1/4 ___ Discriminator Loss: 1.0668 ___ Generator Loss: 3.2327 Epoch 1/4 ___ Discriminator Loss: 0.9541 ___ Generator Loss: 0.8773 Epoch 1/4 ___ Discriminator Loss: 0.6749 ___ Generator Loss: 2.2135 Epoch 1/4 ___ Discriminator Loss: 0.6339 ___ Generator Loss: 2.2206 Epoch 1/4 ___ Discriminator Loss: 0.4938 ___ Generator Loss: 3.0858 Epoch 1/4 ___ Discriminator Loss: 1.0746 ___ Generator Loss: 1.5425 Epoch 1/4 ___ Discriminator Loss: 0.6590 ___ Generator Loss: 1.8021 Epoch 1/4 ___ Discriminator Loss: 0.6701 ___ Generator Loss: 1.4886 Epoch 1/4 ___ Discriminator Loss: 1.3640 ___ Generator Loss: 2.3746
Epoch 1/4 ___ Discriminator Loss: 1.0212 ___ Generator Loss: 1.6571 Epoch 1/4 ___ Discriminator Loss: 0.6741 ___ Generator Loss: 2.3310 Epoch 1/4 ___ Discriminator Loss: 0.6845 ___ Generator Loss: 1.8770 Epoch 1/4 ___ Discriminator Loss: 0.9992 ___ Generator Loss: 3.2732 Epoch 1/4 ___ Discriminator Loss: 1.2592 ___ Generator Loss: 1.7866 Epoch 1/4 ___ Discriminator Loss: 0.6545 ___ Generator Loss: 1.7037 Epoch 1/4 ___ Discriminator Loss: 1.0642 ___ Generator Loss: 5.8563 Epoch 1/4 ___ Discriminator Loss: 0.5701 ___ Generator Loss: 3.6394 Epoch 1/4 ___ Discriminator Loss: 0.5346 ___ Generator Loss: 2.1627 Epoch 1/4 ___ Discriminator Loss: 0.4363 ___ Generator Loss: 3.2026
Epoch 1/4 ___ Discriminator Loss: 0.4378 ___ Generator Loss: 2.9761 Epoch 1/4 ___ Discriminator Loss: 0.8581 ___ Generator Loss: 1.0134 Epoch 1/4 ___ Discriminator Loss: 1.0353 ___ Generator Loss: 0.7985 Epoch 1/4 ___ Discriminator Loss: 0.8370 ___ Generator Loss: 3.5508 Epoch 1/4 ___ Discriminator Loss: 0.4117 ___ Generator Loss: 3.0308 Epoch 1/4 ___ Discriminator Loss: 0.8911 ___ Generator Loss: 1.1732 Epoch 1/4 ___ Discriminator Loss: 0.7520 ___ Generator Loss: 1.3718 Epoch 1/4 ___ Discriminator Loss: 0.6211 ___ Generator Loss: 2.8287 Epoch 1/4 ___ Discriminator Loss: 0.7988 ___ Generator Loss: 1.1824 Epoch 1/4 ___ Discriminator Loss: 0.4446 ___ Generator Loss: 3.2321
Epoch 1/4 ___ Discriminator Loss: 1.1257 ___ Generator Loss: 0.6555 Epoch 1/4 ___ Discriminator Loss: 1.2241 ___ Generator Loss: 0.6035 Epoch 1/4 ___ Discriminator Loss: 0.8375 ___ Generator Loss: 1.1807 Epoch 1/4 ___ Discriminator Loss: 0.4743 ___ Generator Loss: 2.8113 Epoch 1/4 ___ Discriminator Loss: 0.6679 ___ Generator Loss: 1.8138 Epoch 1/4 ___ Discriminator Loss: 0.5236 ___ Generator Loss: 2.4695 Epoch 1/4 ___ Discriminator Loss: 0.6142 ___ Generator Loss: 2.7146 Epoch 1/4 ___ Discriminator Loss: 0.9990 ___ Generator Loss: 0.8034 Epoch 1/4 ___ Discriminator Loss: 0.4318 ___ Generator Loss: 3.1679 Epoch 1/4 ___ Discriminator Loss: 0.7986 ___ Generator Loss: 5.0089
Epoch 1/4 ___ Discriminator Loss: 0.8236 ___ Generator Loss: 1.0600 Epoch 1/4 ___ Discriminator Loss: 0.4653 ___ Generator Loss: 2.6019 Epoch 1/4 ___ Discriminator Loss: 0.7202 ___ Generator Loss: 1.2845 Epoch 1/4 ___ Discriminator Loss: 0.6641 ___ Generator Loss: 1.6908 Epoch 1/4 ___ Discriminator Loss: 0.4763 ___ Generator Loss: 2.7594 Epoch 1/4 ___ Discriminator Loss: 0.9217 ___ Generator Loss: 1.9567 Epoch 1/4 ___ Discriminator Loss: 0.9465 ___ Generator Loss: 2.5389 Epoch 1/4 ___ Discriminator Loss: 0.4901 ___ Generator Loss: 2.1599 Epoch 1/4 ___ Discriminator Loss: 0.7779 ___ Generator Loss: 1.4460 Epoch 1/4 ___ Discriminator Loss: 1.8609 ___ Generator Loss: 3.5007
Epoch 1/4 ___ Discriminator Loss: 0.8802 ___ Generator Loss: 1.8643 Epoch 1/4 ___ Discriminator Loss: 0.6888 ___ Generator Loss: 2.4423 Epoch 1/4 ___ Discriminator Loss: 1.5177 ___ Generator Loss: 0.4693 Epoch 1/4 ___ Discriminator Loss: 0.9860 ___ Generator Loss: 0.8898 Epoch 1/4 ___ Discriminator Loss: 0.4380 ___ Generator Loss: 3.2821 Epoch 1/4 ___ Discriminator Loss: 0.7864 ___ Generator Loss: 1.1759 Epoch 1/4 ___ Discriminator Loss: 0.4640 ___ Generator Loss: 2.3551 Epoch 1/4 ___ Discriminator Loss: 1.2027 ___ Generator Loss: 0.6578 Epoch 1/4 ___ Discriminator Loss: 1.5136 ___ Generator Loss: 0.4651 Epoch 1/4 ___ Discriminator Loss: 0.6156 ___ Generator Loss: 1.9500
Epoch 1/4 ___ Discriminator Loss: 0.8646 ___ Generator Loss: 1.0676 Epoch 1/4 ___ Discriminator Loss: 1.0480 ___ Generator Loss: 0.7619 Epoch 1/4 ___ Discriminator Loss: 0.9302 ___ Generator Loss: 1.1904 Epoch 1/4 ___ Discriminator Loss: 0.6860 ___ Generator Loss: 2.5038 Epoch 1/4 ___ Discriminator Loss: 0.5667 ___ Generator Loss: 1.8427 Epoch 1/4 ___ Discriminator Loss: 1.4549 ___ Generator Loss: 0.4461 Epoch 1/4 ___ Discriminator Loss: 0.4536 ___ Generator Loss: 4.0885 Epoch 1/4 ___ Discriminator Loss: 0.6621 ___ Generator Loss: 3.4586 Epoch 1/4 ___ Discriminator Loss: 0.7556 ___ Generator Loss: 2.5039 Epoch 1/4 ___ Discriminator Loss: 0.6118 ___ Generator Loss: 1.7795
Epoch 1/4 ___ Discriminator Loss: 0.7089 ___ Generator Loss: 3.9063 Epoch 1/4 ___ Discriminator Loss: 0.7490 ___ Generator Loss: 1.3153 Epoch 1/4 ___ Discriminator Loss: 0.5584 ___ Generator Loss: 1.7777 Epoch 1/4 ___ Discriminator Loss: 0.9741 ___ Generator Loss: 0.8506 Epoch 1/4 ___ Discriminator Loss: 0.6599 ___ Generator Loss: 3.7247 Epoch 1/4 ___ Discriminator Loss: 0.4024 ___ Generator Loss: 2.9964 Epoch 1/4 ___ Discriminator Loss: 1.7484 ___ Generator Loss: 4.2267 Epoch 1/4 ___ Discriminator Loss: 0.9663 ___ Generator Loss: 0.8667 Epoch 1/4 ___ Discriminator Loss: 0.6260 ___ Generator Loss: 3.7684 Epoch 1/4 ___ Discriminator Loss: 0.6855 ___ Generator Loss: 1.6895
Epoch 1/4 ___ Discriminator Loss: 0.9534 ___ Generator Loss: 2.1251 Epoch 1/4 ___ Discriminator Loss: 0.9650 ___ Generator Loss: 1.5359 Epoch 1/4 ___ Discriminator Loss: 0.8337 ___ Generator Loss: 1.0860 Epoch 1/4 ___ Discriminator Loss: 1.4071 ___ Generator Loss: 0.5019 Epoch 1/4 ___ Discriminator Loss: 0.9353 ___ Generator Loss: 0.9840 Epoch 1/4 ___ Discriminator Loss: 0.7733 ___ Generator Loss: 1.5252 Epoch 1/4 ___ Discriminator Loss: 1.1701 ___ Generator Loss: 2.0691 Epoch 1/4 ___ Discriminator Loss: 1.0295 ___ Generator Loss: 0.8812 Epoch 1/4 ___ Discriminator Loss: 0.9376 ___ Generator Loss: 0.8859 Epoch 1/4 ___ Discriminator Loss: 0.9117 ___ Generator Loss: 2.4763
Epoch 1/4 ___ Discriminator Loss: 0.5084 ___ Generator Loss: 2.1474 Epoch 1/4 ___ Discriminator Loss: 0.6277 ___ Generator Loss: 1.9073 Epoch 1/4 ___ Discriminator Loss: 0.7393 ___ Generator Loss: 1.3819 Epoch 1/4 ___ Discriminator Loss: 0.4958 ___ Generator Loss: 3.3292 Epoch 1/4 ___ Discriminator Loss: 0.6428 ___ Generator Loss: 1.4817 Epoch 1/4 ___ Discriminator Loss: 0.4604 ___ Generator Loss: 2.4245 Epoch 1/4 ___ Discriminator Loss: 0.6219 ___ Generator Loss: 1.6592 Epoch 1/4 ___ Discriminator Loss: 0.6284 ___ Generator Loss: 1.8874 Epoch 1/4 ___ Discriminator Loss: 0.8943 ___ Generator Loss: 1.4967 Epoch 1/4 ___ Discriminator Loss: 1.0306 ___ Generator Loss: 2.6891
Epoch 1/4 ___ Discriminator Loss: 0.6010 ___ Generator Loss: 1.9328 Epoch 1/4 ___ Discriminator Loss: 0.6747 ___ Generator Loss: 2.4043 Epoch 1/4 ___ Discriminator Loss: 0.4607 ___ Generator Loss: 2.3997 Epoch 1/4 ___ Discriminator Loss: 0.5013 ___ Generator Loss: 2.0475 Epoch 1/4 ___ Discriminator Loss: 0.9226 ___ Generator Loss: 0.9637 Epoch 1/4 ___ Discriminator Loss: 1.1162 ___ Generator Loss: 0.7172 Epoch 1/4 ___ Discriminator Loss: 0.8298 ___ Generator Loss: 1.5538 Epoch 1/4 ___ Discriminator Loss: 0.4219 ___ Generator Loss: 2.9471 Epoch 1/4 ___ Discriminator Loss: 0.4769 ___ Generator Loss: 2.4837 Epoch 1/4 ___ Discriminator Loss: 1.0102 ___ Generator Loss: 0.8498
Epoch 1/4 ___ Discriminator Loss: 0.6213 ___ Generator Loss: 1.5651 Epoch 1/4 ___ Discriminator Loss: 0.7520 ___ Generator Loss: 1.2489 Epoch 1/4 ___ Discriminator Loss: 0.8342 ___ Generator Loss: 1.0295 Epoch 1/4 ___ Discriminator Loss: 0.4474 ___ Generator Loss: 4.2688 Epoch 1/4 ___ Discriminator Loss: 0.5138 ___ Generator Loss: 2.4282 Epoch 1/4 ___ Discriminator Loss: 0.7879 ___ Generator Loss: 1.4574 Epoch 1/4 ___ Discriminator Loss: 0.5350 ___ Generator Loss: 1.9308 Epoch 1/4 ___ Discriminator Loss: 0.3824 ___ Generator Loss: 3.7858 Epoch 1/4 ___ Discriminator Loss: 0.6212 ___ Generator Loss: 1.6607 Epoch 1/4 ___ Discriminator Loss: 1.8653 ___ Generator Loss: 4.9219
Epoch 1/4 ___ Discriminator Loss: 0.9595 ___ Generator Loss: 0.9311 Epoch 1/4 ___ Discriminator Loss: 1.4361 ___ Generator Loss: 0.4703 Epoch 1/4 ___ Discriminator Loss: 0.6151 ___ Generator Loss: 2.1932 Epoch 1/4 ___ Discriminator Loss: 0.6947 ___ Generator Loss: 1.4683 Epoch 1/4 ___ Discriminator Loss: 0.8812 ___ Generator Loss: 1.0338 Epoch 1/4 ___ Discriminator Loss: 0.5904 ___ Generator Loss: 1.7687 Epoch 1/4 ___ Discriminator Loss: 1.0298 ___ Generator Loss: 0.8315 Epoch 1/4 ___ Discriminator Loss: 0.7578 ___ Generator Loss: 1.1823 Epoch 1/4 ___ Discriminator Loss: 0.7187 ___ Generator Loss: 1.9090 Epoch 1/4 ___ Discriminator Loss: 1.3189 ___ Generator Loss: 2.1028
Epoch 1/4 ___ Discriminator Loss: 0.7072 ___ Generator Loss: 1.9703 Epoch 1/4 ___ Discriminator Loss: 0.6589 ___ Generator Loss: 1.5226 Epoch 1/4 ___ Discriminator Loss: 0.6752 ___ Generator Loss: 1.9059 Epoch 1/4 ___ Discriminator Loss: 0.7135 ___ Generator Loss: 1.4420 Epoch 1/4 ___ Discriminator Loss: 1.1635 ___ Generator Loss: 0.6300 Epoch 1/4 ___ Discriminator Loss: 1.2171 ___ Generator Loss: 0.6198 Epoch 1/4 ___ Discriminator Loss: 1.1087 ___ Generator Loss: 0.7998 Epoch 1/4 ___ Discriminator Loss: 1.1541 ___ Generator Loss: 0.6783 Epoch 1/4 ___ Discriminator Loss: 0.6227 ___ Generator Loss: 1.7072 Epoch 1/4 ___ Discriminator Loss: 0.3856 ___ Generator Loss: 3.9976
Epoch 1/4 ___ Discriminator Loss: 0.4713 ___ Generator Loss: 2.6227 Epoch 1/4 ___ Discriminator Loss: 0.5017 ___ Generator Loss: 3.3892 Epoch 1/4 ___ Discriminator Loss: 1.0401 ___ Generator Loss: 0.8378 Epoch 1/4 ___ Discriminator Loss: 1.1764 ___ Generator Loss: 2.5890 Epoch 1/4 ___ Discriminator Loss: 0.9387 ___ Generator Loss: 2.0764 Epoch 1/4 ___ Discriminator Loss: 0.9032 ___ Generator Loss: 1.0507 Epoch 1/4 ___ Discriminator Loss: 1.0215 ___ Generator Loss: 0.8189 Epoch 1/4 ___ Discriminator Loss: 0.7936 ___ Generator Loss: 1.2871 Epoch 1/4 ___ Discriminator Loss: 0.6414 ___ Generator Loss: 1.9782 Epoch 1/4 ___ Discriminator Loss: 0.6514 ___ Generator Loss: 1.6687
Epoch 1/4 ___ Discriminator Loss: 0.5542 ___ Generator Loss: 1.8853 Epoch 1/4 ___ Discriminator Loss: 0.5613 ___ Generator Loss: 3.2514 Epoch 1/4 ___ Discriminator Loss: 0.8378 ___ Generator Loss: 2.7646 Epoch 1/4 ___ Discriminator Loss: 0.8392 ___ Generator Loss: 1.9880 Epoch 1/4 ___ Discriminator Loss: 2.6962 ___ Generator Loss: 4.1198 Epoch 1/4 ___ Discriminator Loss: 0.6019 ___ Generator Loss: 1.7613 Epoch 1/4 ___ Discriminator Loss: 0.6990 ___ Generator Loss: 2.2711 Epoch 1/4 ___ Discriminator Loss: 0.4348 ___ Generator Loss: 3.0259 Epoch 1/4 ___ Discriminator Loss: 0.9005 ___ Generator Loss: 0.9825 Epoch 1/4 ___ Discriminator Loss: 0.5445 ___ Generator Loss: 2.0708
Epoch 1/4 ___ Discriminator Loss: 0.6975 ___ Generator Loss: 1.4576 Epoch 1/4 ___ Discriminator Loss: 0.5250 ___ Generator Loss: 2.9934 Epoch 1/4 ___ Discriminator Loss: 1.7759 ___ Generator Loss: 3.3227 Epoch 1/4 ___ Discriminator Loss: 1.1008 ___ Generator Loss: 4.9274 Epoch 1/4 ___ Discriminator Loss: 1.4111 ___ Generator Loss: 0.5198 Epoch 1/4 ___ Discriminator Loss: 0.4865 ___ Generator Loss: 2.3014 Epoch 1/4 ___ Discriminator Loss: 1.2394 ___ Generator Loss: 0.6730 Epoch 1/4 ___ Discriminator Loss: 0.4254 ___ Generator Loss: 4.2174 Epoch 1/4 ___ Discriminator Loss: 0.4484 ___ Generator Loss: 2.6797 Epoch 1/4 ___ Discriminator Loss: 0.4277 ___ Generator Loss: 4.4387
Epoch 1/4 ___ Discriminator Loss: 0.6145 ___ Generator Loss: 1.6172 Epoch 1/4 ___ Discriminator Loss: 0.4480 ___ Generator Loss: 3.0882 Epoch 1/4 ___ Discriminator Loss: 0.9155 ___ Generator Loss: 1.4358 Epoch 1/4 ___ Discriminator Loss: 1.0663 ___ Generator Loss: 0.8446 Epoch 1/4 ___ Discriminator Loss: 1.1511 ___ Generator Loss: 0.7463 Epoch 1/4 ___ Discriminator Loss: 0.9865 ___ Generator Loss: 1.0619 Epoch 1/4 ___ Discriminator Loss: 0.8008 ___ Generator Loss: 1.2828 Epoch 1/4 ___ Discriminator Loss: 0.5989 ___ Generator Loss: 1.7771 Epoch 1/4 ___ Discriminator Loss: 0.5546 ___ Generator Loss: 3.6657 Epoch 1/4 ___ Discriminator Loss: 0.6098 ___ Generator Loss: 2.6134
Epoch 1/4 ___ Discriminator Loss: 1.5741 ___ Generator Loss: 2.3122 Epoch 1/4 ___ Discriminator Loss: 1.3388 ___ Generator Loss: 0.5552 Epoch 1/4 ___ Discriminator Loss: 0.6740 ___ Generator Loss: 2.1615 Epoch 1/4 ___ Discriminator Loss: 1.0930 ___ Generator Loss: 4.3480 Epoch 1/4 ___ Discriminator Loss: 0.6202 ___ Generator Loss: 2.2154 Epoch 1/4 ___ Discriminator Loss: 1.3256 ___ Generator Loss: 0.5507 Epoch 1/4 ___ Discriminator Loss: 0.4901 ___ Generator Loss: 4.3730 Epoch 1/4 ___ Discriminator Loss: 1.0925 ___ Generator Loss: 0.7155 Epoch 1/4 ___ Discriminator Loss: 0.8426 ___ Generator Loss: 1.0663 Epoch 1/4 ___ Discriminator Loss: 0.9515 ___ Generator Loss: 2.2806
Epoch 1/4 ___ Discriminator Loss: 0.6717 ___ Generator Loss: 1.3903 Epoch 1/4 ___ Discriminator Loss: 0.8791 ___ Generator Loss: 3.2329 Epoch 1/4 ___ Discriminator Loss: 0.7659 ___ Generator Loss: 2.0225 Epoch 1/4 ___ Discriminator Loss: 0.6271 ___ Generator Loss: 1.9135 Epoch 1/4 ___ Discriminator Loss: 0.5387 ___ Generator Loss: 2.2486 Epoch 1/4 ___ Discriminator Loss: 1.3115 ___ Generator Loss: 3.1124 Epoch 1/4 ___ Discriminator Loss: 0.6624 ___ Generator Loss: 2.0508 Epoch 1/4 ___ Discriminator Loss: 0.9279 ___ Generator Loss: 0.9545 Epoch 1/4 ___ Discriminator Loss: 0.6954 ___ Generator Loss: 2.2213 Epoch 1/4 ___ Discriminator Loss: 0.5560 ___ Generator Loss: 2.0690
Epoch 1/4 ___ Discriminator Loss: 0.6879 ___ Generator Loss: 1.3907 Epoch 1/4 ___ Discriminator Loss: 0.4810 ___ Generator Loss: 2.5222 Epoch 1/4 ___ Discriminator Loss: 0.5448 ___ Generator Loss: 3.7217 Epoch 1/4 ___ Discriminator Loss: 0.4973 ___ Generator Loss: 2.5455 Epoch 1/4 ___ Discriminator Loss: 0.7453 ___ Generator Loss: 1.2725 Epoch 1/4 ___ Discriminator Loss: 0.6005 ___ Generator Loss: 1.6424 Epoch 1/4 ___ Discriminator Loss: 0.7972 ___ Generator Loss: 1.3771 Epoch 1/4 ___ Discriminator Loss: 0.5073 ___ Generator Loss: 2.2453 Epoch 1/4 ___ Discriminator Loss: 0.8730 ___ Generator Loss: 1.8522 Epoch 1/4 ___ Discriminator Loss: 0.9984 ___ Generator Loss: 1.1264
Epoch 1/4 ___ Discriminator Loss: 1.0263 ___ Generator Loss: 1.7027 Epoch 1/4 ___ Discriminator Loss: 1.0715 ___ Generator Loss: 1.9805 Epoch 1/4 ___ Discriminator Loss: 0.8636 ___ Generator Loss: 1.6116 Epoch 1/4 ___ Discriminator Loss: 0.6484 ___ Generator Loss: 1.5703 Epoch 1/4 ___ Discriminator Loss: 0.9322 ___ Generator Loss: 0.9533 Epoch 1/4 ___ Discriminator Loss: 0.8188 ___ Generator Loss: 3.5117 Epoch 1/4 ___ Discriminator Loss: 0.6954 ___ Generator Loss: 2.4390 Epoch 1/4 ___ Discriminator Loss: 1.0090 ___ Generator Loss: 0.8950 Epoch 1/4 ___ Discriminator Loss: 0.7034 ___ Generator Loss: 3.1199 Epoch 1/4 ___ Discriminator Loss: 0.6264 ___ Generator Loss: 1.6407
Epoch 1/4 ___ Discriminator Loss: 0.9568 ___ Generator Loss: 1.1048 Epoch 1/4 ___ Discriminator Loss: 1.5383 ___ Generator Loss: 1.8932 Epoch 1/4 ___ Discriminator Loss: 0.8227 ___ Generator Loss: 1.0883 Epoch 1/4 ___ Discriminator Loss: 0.6742 ___ Generator Loss: 2.2813 Epoch 1/4 ___ Discriminator Loss: 0.9894 ___ Generator Loss: 0.8850 Epoch 1/4 ___ Discriminator Loss: 0.8997 ___ Generator Loss: 0.9354 Epoch 1/4 ___ Discriminator Loss: 0.5519 ___ Generator Loss: 1.9723 Epoch 1/4 ___ Discriminator Loss: 0.4865 ___ Generator Loss: 2.4019 Epoch 1/4 ___ Discriminator Loss: 0.6569 ___ Generator Loss: 1.7331 Epoch 1/4 ___ Discriminator Loss: 1.3825 ___ Generator Loss: 0.4836
Epoch 1/4 ___ Discriminator Loss: 0.5643 ___ Generator Loss: 1.9436 Epoch 1/4 ___ Discriminator Loss: 1.1924 ___ Generator Loss: 0.6945 Epoch 1/4 ___ Discriminator Loss: 0.4044 ___ Generator Loss: 3.2522 Epoch 2/4 ___ Discriminator Loss: 0.6098 ___ Generator Loss: 1.6216 Epoch 2/4 ___ Discriminator Loss: 1.1078 ___ Generator Loss: 0.7435 Epoch 2/4 ___ Discriminator Loss: 0.8919 ___ Generator Loss: 1.0038 Epoch 2/4 ___ Discriminator Loss: 0.4977 ___ Generator Loss: 2.3867 Epoch 2/4 ___ Discriminator Loss: 0.7136 ___ Generator Loss: 2.7168 Epoch 2/4 ___ Discriminator Loss: 0.4129 ___ Generator Loss: 3.5349 Epoch 2/4 ___ Discriminator Loss: 0.8950 ___ Generator Loss: 1.0231
Epoch 2/4 ___ Discriminator Loss: 1.1682 ___ Generator Loss: 0.8167 Epoch 2/4 ___ Discriminator Loss: 0.7953 ___ Generator Loss: 1.9721 Epoch 2/4 ___ Discriminator Loss: 0.6799 ___ Generator Loss: 1.8577 Epoch 2/4 ___ Discriminator Loss: 1.2294 ___ Generator Loss: 0.6081 Epoch 2/4 ___ Discriminator Loss: 1.0480 ___ Generator Loss: 1.6168 Epoch 2/4 ___ Discriminator Loss: 0.6471 ___ Generator Loss: 1.6246 Epoch 2/4 ___ Discriminator Loss: 1.0021 ___ Generator Loss: 0.8174 Epoch 2/4 ___ Discriminator Loss: 0.8758 ___ Generator Loss: 1.0009 Epoch 2/4 ___ Discriminator Loss: 0.6774 ___ Generator Loss: 3.0991 Epoch 2/4 ___ Discriminator Loss: 0.6292 ___ Generator Loss: 2.1074
Epoch 2/4 ___ Discriminator Loss: 0.6879 ___ Generator Loss: 1.4452 Epoch 2/4 ___ Discriminator Loss: 0.5342 ___ Generator Loss: 2.1670 Epoch 2/4 ___ Discriminator Loss: 0.8377 ___ Generator Loss: 1.2479 Epoch 2/4 ___ Discriminator Loss: 1.1057 ___ Generator Loss: 0.7251 Epoch 2/4 ___ Discriminator Loss: 0.7362 ___ Generator Loss: 1.4037 Epoch 2/4 ___ Discriminator Loss: 0.5821 ___ Generator Loss: 1.8148 Epoch 2/4 ___ Discriminator Loss: 0.5139 ___ Generator Loss: 2.8539 Epoch 2/4 ___ Discriminator Loss: 1.3444 ___ Generator Loss: 2.6955 Epoch 2/4 ___ Discriminator Loss: 0.9469 ___ Generator Loss: 1.5050 Epoch 2/4 ___ Discriminator Loss: 0.5793 ___ Generator Loss: 1.9211
Epoch 2/4 ___ Discriminator Loss: 1.0430 ___ Generator Loss: 0.7913 Epoch 2/4 ___ Discriminator Loss: 1.1999 ___ Generator Loss: 0.6400 Epoch 2/4 ___ Discriminator Loss: 0.9644 ___ Generator Loss: 1.0689 Epoch 2/4 ___ Discriminator Loss: 0.8841 ___ Generator Loss: 1.0589 Epoch 2/4 ___ Discriminator Loss: 0.9366 ___ Generator Loss: 0.9761 Epoch 2/4 ___ Discriminator Loss: 0.8712 ___ Generator Loss: 1.0311 Epoch 2/4 ___ Discriminator Loss: 0.8165 ___ Generator Loss: 1.1711 Epoch 2/4 ___ Discriminator Loss: 0.6236 ___ Generator Loss: 1.6476 Epoch 2/4 ___ Discriminator Loss: 0.4310 ___ Generator Loss: 2.8423 Epoch 2/4 ___ Discriminator Loss: 1.1967 ___ Generator Loss: 0.7394
Epoch 2/4 ___ Discriminator Loss: 0.8889 ___ Generator Loss: 1.4612 Epoch 2/4 ___ Discriminator Loss: 0.6388 ___ Generator Loss: 1.8570 Epoch 2/4 ___ Discriminator Loss: 1.0557 ___ Generator Loss: 0.7580 Epoch 2/4 ___ Discriminator Loss: 0.7327 ___ Generator Loss: 2.3396 Epoch 2/4 ___ Discriminator Loss: 1.1433 ___ Generator Loss: 0.7111 Epoch 2/4 ___ Discriminator Loss: 1.1036 ___ Generator Loss: 0.7796 Epoch 2/4 ___ Discriminator Loss: 0.5549 ___ Generator Loss: 1.9808 Epoch 2/4 ___ Discriminator Loss: 1.0091 ___ Generator Loss: 2.2597 Epoch 2/4 ___ Discriminator Loss: 0.8122 ___ Generator Loss: 2.2153 Epoch 2/4 ___ Discriminator Loss: 0.7371 ___ Generator Loss: 1.3615
Epoch 2/4 ___ Discriminator Loss: 0.9840 ___ Generator Loss: 0.8707 Epoch 2/4 ___ Discriminator Loss: 0.5184 ___ Generator Loss: 2.0543 Epoch 2/4 ___ Discriminator Loss: 0.7214 ___ Generator Loss: 1.6521 Epoch 2/4 ___ Discriminator Loss: 1.3736 ___ Generator Loss: 2.3648 Epoch 2/4 ___ Discriminator Loss: 0.7702 ___ Generator Loss: 1.3922 Epoch 2/4 ___ Discriminator Loss: 0.6965 ___ Generator Loss: 1.9601 Epoch 2/4 ___ Discriminator Loss: 0.4638 ___ Generator Loss: 3.6998 Epoch 2/4 ___ Discriminator Loss: 0.5927 ___ Generator Loss: 1.7212 Epoch 2/4 ___ Discriminator Loss: 1.6350 ___ Generator Loss: 3.2108 Epoch 2/4 ___ Discriminator Loss: 0.5446 ___ Generator Loss: 1.9429
Epoch 2/4 ___ Discriminator Loss: 0.7811 ___ Generator Loss: 1.1690 Epoch 2/4 ___ Discriminator Loss: 0.5570 ___ Generator Loss: 2.6255 Epoch 2/4 ___ Discriminator Loss: 0.7468 ___ Generator Loss: 1.2755 Epoch 2/4 ___ Discriminator Loss: 2.1646 ___ Generator Loss: 3.5317 Epoch 2/4 ___ Discriminator Loss: 0.6193 ___ Generator Loss: 1.5717 Epoch 2/4 ___ Discriminator Loss: 1.3474 ___ Generator Loss: 0.5497 Epoch 2/4 ___ Discriminator Loss: 0.7862 ___ Generator Loss: 1.1355 Epoch 2/4 ___ Discriminator Loss: 0.7034 ___ Generator Loss: 1.3814 Epoch 2/4 ___ Discriminator Loss: 0.7285 ___ Generator Loss: 1.6483 Epoch 2/4 ___ Discriminator Loss: 0.6103 ___ Generator Loss: 3.5306
Epoch 2/4 ___ Discriminator Loss: 1.0640 ___ Generator Loss: 1.7180 Epoch 2/4 ___ Discriminator Loss: 0.6679 ___ Generator Loss: 2.9192 Epoch 2/4 ___ Discriminator Loss: 0.6396 ___ Generator Loss: 1.7370 Epoch 2/4 ___ Discriminator Loss: 0.5504 ___ Generator Loss: 2.5110 Epoch 2/4 ___ Discriminator Loss: 0.8901 ___ Generator Loss: 0.9991 Epoch 2/4 ___ Discriminator Loss: 1.3576 ___ Generator Loss: 2.6765 Epoch 2/4 ___ Discriminator Loss: 0.5953 ___ Generator Loss: 1.8497 Epoch 2/4 ___ Discriminator Loss: 0.5825 ___ Generator Loss: 1.9090 Epoch 2/4 ___ Discriminator Loss: 0.7825 ___ Generator Loss: 1.2118 Epoch 2/4 ___ Discriminator Loss: 0.5554 ___ Generator Loss: 2.0018
Epoch 2/4 ___ Discriminator Loss: 0.4182 ___ Generator Loss: 3.7359 Epoch 2/4 ___ Discriminator Loss: 0.8426 ___ Generator Loss: 1.4180 Epoch 2/4 ___ Discriminator Loss: 0.4983 ___ Generator Loss: 2.9063 Epoch 2/4 ___ Discriminator Loss: 0.6749 ___ Generator Loss: 1.6823 Epoch 2/4 ___ Discriminator Loss: 0.5615 ___ Generator Loss: 4.6363 Epoch 2/4 ___ Discriminator Loss: 0.8137 ___ Generator Loss: 1.1772 Epoch 2/4 ___ Discriminator Loss: 0.5904 ___ Generator Loss: 1.9079 Epoch 2/4 ___ Discriminator Loss: 0.6517 ___ Generator Loss: 1.5142 Epoch 2/4 ___ Discriminator Loss: 0.7138 ___ Generator Loss: 1.3766 Epoch 2/4 ___ Discriminator Loss: 1.4869 ___ Generator Loss: 2.3689
Epoch 2/4 ___ Discriminator Loss: 0.6471 ___ Generator Loss: 1.5226 Epoch 2/4 ___ Discriminator Loss: 0.9444 ___ Generator Loss: 0.9227 Epoch 2/4 ___ Discriminator Loss: 0.8251 ___ Generator Loss: 1.0890 Epoch 2/4 ___ Discriminator Loss: 0.4649 ___ Generator Loss: 2.3912 Epoch 2/4 ___ Discriminator Loss: 0.6820 ___ Generator Loss: 2.1457 Epoch 2/4 ___ Discriminator Loss: 0.7525 ___ Generator Loss: 1.2392 Epoch 2/4 ___ Discriminator Loss: 0.5130 ___ Generator Loss: 3.1467 Epoch 2/4 ___ Discriminator Loss: 0.5999 ___ Generator Loss: 2.5463 Epoch 2/4 ___ Discriminator Loss: 0.8724 ___ Generator Loss: 0.9707 Epoch 2/4 ___ Discriminator Loss: 1.5073 ___ Generator Loss: 0.4714
Epoch 2/4 ___ Discriminator Loss: 0.5210 ___ Generator Loss: 2.0735 Epoch 2/4 ___ Discriminator Loss: 0.6300 ___ Generator Loss: 1.7699 Epoch 2/4 ___ Discriminator Loss: 0.7405 ___ Generator Loss: 1.2562 Epoch 2/4 ___ Discriminator Loss: 0.6587 ___ Generator Loss: 1.6062 Epoch 2/4 ___ Discriminator Loss: 0.9808 ___ Generator Loss: 2.5654 Epoch 2/4 ___ Discriminator Loss: 1.0510 ___ Generator Loss: 0.8450 Epoch 2/4 ___ Discriminator Loss: 0.4586 ___ Generator Loss: 2.4945 Epoch 2/4 ___ Discriminator Loss: 1.4907 ___ Generator Loss: 2.4990 Epoch 2/4 ___ Discriminator Loss: 0.6460 ___ Generator Loss: 1.4798 Epoch 2/4 ___ Discriminator Loss: 0.9686 ___ Generator Loss: 1.0533
Epoch 2/4 ___ Discriminator Loss: 0.9711 ___ Generator Loss: 2.3107 Epoch 2/4 ___ Discriminator Loss: 0.8143 ___ Generator Loss: 1.3329 Epoch 2/4 ___ Discriminator Loss: 0.5839 ___ Generator Loss: 2.0899 Epoch 2/4 ___ Discriminator Loss: 1.9610 ___ Generator Loss: 0.2700 Epoch 2/4 ___ Discriminator Loss: 0.5589 ___ Generator Loss: 2.3343 Epoch 2/4 ___ Discriminator Loss: 0.5932 ___ Generator Loss: 2.3347 Epoch 2/4 ___ Discriminator Loss: 1.0893 ___ Generator Loss: 0.7960 Epoch 2/4 ___ Discriminator Loss: 1.0384 ___ Generator Loss: 0.9642 Epoch 2/4 ___ Discriminator Loss: 0.5398 ___ Generator Loss: 2.3402 Epoch 2/4 ___ Discriminator Loss: 1.0523 ___ Generator Loss: 1.1033
Epoch 2/4 ___ Discriminator Loss: 1.1525 ___ Generator Loss: 0.6986 Epoch 2/4 ___ Discriminator Loss: 0.6191 ___ Generator Loss: 1.5925 Epoch 2/4 ___ Discriminator Loss: 0.9184 ___ Generator Loss: 0.9325 Epoch 2/4 ___ Discriminator Loss: 0.7021 ___ Generator Loss: 2.0084 Epoch 2/4 ___ Discriminator Loss: 1.0380 ___ Generator Loss: 0.9099 Epoch 2/4 ___ Discriminator Loss: 0.5016 ___ Generator Loss: 2.3498 Epoch 2/4 ___ Discriminator Loss: 0.5952 ___ Generator Loss: 1.8630 Epoch 2/4 ___ Discriminator Loss: 0.5693 ___ Generator Loss: 1.7408 Epoch 2/4 ___ Discriminator Loss: 0.5907 ___ Generator Loss: 2.1728 Epoch 2/4 ___ Discriminator Loss: 0.4646 ___ Generator Loss: 2.9511
Epoch 2/4 ___ Discriminator Loss: 0.6091 ___ Generator Loss: 1.8163 Epoch 2/4 ___ Discriminator Loss: 0.7862 ___ Generator Loss: 1.6605 Epoch 2/4 ___ Discriminator Loss: 0.5276 ___ Generator Loss: 1.9068 Epoch 2/4 ___ Discriminator Loss: 2.3321 ___ Generator Loss: 0.2183 Epoch 2/4 ___ Discriminator Loss: 1.0712 ___ Generator Loss: 0.8021 Epoch 2/4 ___ Discriminator Loss: 0.6195 ___ Generator Loss: 1.7290 Epoch 2/4 ___ Discriminator Loss: 0.5184 ___ Generator Loss: 2.8826 Epoch 2/4 ___ Discriminator Loss: 0.7086 ___ Generator Loss: 1.9331 Epoch 2/4 ___ Discriminator Loss: 0.8281 ___ Generator Loss: 1.0941 Epoch 2/4 ___ Discriminator Loss: 0.5146 ___ Generator Loss: 1.9823
Epoch 2/4 ___ Discriminator Loss: 1.3228 ___ Generator Loss: 0.5449 Epoch 2/4 ___ Discriminator Loss: 0.4644 ___ Generator Loss: 3.5201 Epoch 2/4 ___ Discriminator Loss: 0.7211 ___ Generator Loss: 2.1575 Epoch 2/4 ___ Discriminator Loss: 1.0525 ___ Generator Loss: 0.7715 Epoch 2/4 ___ Discriminator Loss: 0.5458 ___ Generator Loss: 2.1765 Epoch 2/4 ___ Discriminator Loss: 0.5219 ___ Generator Loss: 2.4823 Epoch 2/4 ___ Discriminator Loss: 0.5126 ___ Generator Loss: 2.3838 Epoch 2/4 ___ Discriminator Loss: 1.2172 ___ Generator Loss: 1.7276 Epoch 2/4 ___ Discriminator Loss: 0.4790 ___ Generator Loss: 3.1181 Epoch 2/4 ___ Discriminator Loss: 0.7732 ___ Generator Loss: 1.2087
Epoch 2/4 ___ Discriminator Loss: 1.3519 ___ Generator Loss: 1.4682 Epoch 2/4 ___ Discriminator Loss: 0.9609 ___ Generator Loss: 1.0174 Epoch 2/4 ___ Discriminator Loss: 1.0448 ___ Generator Loss: 0.8913 Epoch 2/4 ___ Discriminator Loss: 0.6173 ___ Generator Loss: 3.6333 Epoch 2/4 ___ Discriminator Loss: 0.7644 ___ Generator Loss: 2.1067 Epoch 2/4 ___ Discriminator Loss: 0.7071 ___ Generator Loss: 2.3367 Epoch 2/4 ___ Discriminator Loss: 0.9251 ___ Generator Loss: 2.9986 Epoch 2/4 ___ Discriminator Loss: 0.7155 ___ Generator Loss: 1.9231 Epoch 2/4 ___ Discriminator Loss: 0.5234 ___ Generator Loss: 2.1375 Epoch 2/4 ___ Discriminator Loss: 0.7067 ___ Generator Loss: 1.3845
Epoch 2/4 ___ Discriminator Loss: 1.1176 ___ Generator Loss: 0.6949 Epoch 2/4 ___ Discriminator Loss: 0.8947 ___ Generator Loss: 1.0040 Epoch 2/4 ___ Discriminator Loss: 0.6919 ___ Generator Loss: 3.3432 Epoch 2/4 ___ Discriminator Loss: 0.6495 ___ Generator Loss: 2.3572 Epoch 2/4 ___ Discriminator Loss: 0.7170 ___ Generator Loss: 2.8702 Epoch 2/4 ___ Discriminator Loss: 0.5853 ___ Generator Loss: 2.1362 Epoch 2/4 ___ Discriminator Loss: 0.5346 ___ Generator Loss: 2.1000 Epoch 2/4 ___ Discriminator Loss: 0.5872 ___ Generator Loss: 1.6926 Epoch 2/4 ___ Discriminator Loss: 1.0309 ___ Generator Loss: 0.7998 Epoch 2/4 ___ Discriminator Loss: 0.9223 ___ Generator Loss: 1.3409
Epoch 2/4 ___ Discriminator Loss: 0.8505 ___ Generator Loss: 1.0871 Epoch 2/4 ___ Discriminator Loss: 0.8566 ___ Generator Loss: 1.1099 Epoch 2/4 ___ Discriminator Loss: 0.5088 ___ Generator Loss: 2.1914 Epoch 2/4 ___ Discriminator Loss: 0.7085 ___ Generator Loss: 1.6034 Epoch 2/4 ___ Discriminator Loss: 1.0153 ___ Generator Loss: 0.8453 Epoch 2/4 ___ Discriminator Loss: 0.5511 ___ Generator Loss: 2.8893 Epoch 2/4 ___ Discriminator Loss: 0.7125 ___ Generator Loss: 1.3587 Epoch 2/4 ___ Discriminator Loss: 1.2423 ___ Generator Loss: 2.0317 Epoch 2/4 ___ Discriminator Loss: 0.6397 ___ Generator Loss: 3.1957 Epoch 2/4 ___ Discriminator Loss: 0.8207 ___ Generator Loss: 1.3046
Epoch 2/4 ___ Discriminator Loss: 0.7165 ___ Generator Loss: 1.3838 Epoch 2/4 ___ Discriminator Loss: 0.6683 ___ Generator Loss: 1.4008 Epoch 2/4 ___ Discriminator Loss: 1.0848 ___ Generator Loss: 0.7311 Epoch 2/4 ___ Discriminator Loss: 1.0782 ___ Generator Loss: 0.7530 Epoch 2/4 ___ Discriminator Loss: 1.3638 ___ Generator Loss: 0.5150 Epoch 2/4 ___ Discriminator Loss: 1.0389 ___ Generator Loss: 0.8464 Epoch 2/4 ___ Discriminator Loss: 1.0815 ___ Generator Loss: 0.7432 Epoch 2/4 ___ Discriminator Loss: 0.9726 ___ Generator Loss: 0.8852 Epoch 2/4 ___ Discriminator Loss: 0.7178 ___ Generator Loss: 1.4358 Epoch 2/4 ___ Discriminator Loss: 0.4797 ___ Generator Loss: 2.7542
Epoch 2/4 ___ Discriminator Loss: 0.6454 ___ Generator Loss: 1.5900 Epoch 2/4 ___ Discriminator Loss: 1.1819 ___ Generator Loss: 0.6550 Epoch 2/4 ___ Discriminator Loss: 1.2041 ___ Generator Loss: 0.6483 Epoch 2/4 ___ Discriminator Loss: 0.6656 ___ Generator Loss: 2.1337 Epoch 2/4 ___ Discriminator Loss: 0.7274 ___ Generator Loss: 1.7084 Epoch 2/4 ___ Discriminator Loss: 0.5994 ___ Generator Loss: 2.8536 Epoch 2/4 ___ Discriminator Loss: 0.5972 ___ Generator Loss: 2.2464 Epoch 2/4 ___ Discriminator Loss: 2.7692 ___ Generator Loss: 3.7920 Epoch 2/4 ___ Discriminator Loss: 0.8845 ___ Generator Loss: 1.0835 Epoch 2/4 ___ Discriminator Loss: 0.8940 ___ Generator Loss: 0.9746
Epoch 2/4 ___ Discriminator Loss: 0.6524 ___ Generator Loss: 1.4938 Epoch 2/4 ___ Discriminator Loss: 0.7149 ___ Generator Loss: 1.3942 Epoch 2/4 ___ Discriminator Loss: 0.5832 ___ Generator Loss: 1.8019 Epoch 2/4 ___ Discriminator Loss: 1.2162 ___ Generator Loss: 0.6156 Epoch 2/4 ___ Discriminator Loss: 0.7742 ___ Generator Loss: 1.1905 Epoch 2/4 ___ Discriminator Loss: 0.7028 ___ Generator Loss: 2.2172 Epoch 2/4 ___ Discriminator Loss: 0.7491 ___ Generator Loss: 1.4496 Epoch 2/4 ___ Discriminator Loss: 0.3888 ___ Generator Loss: 4.0354 Epoch 2/4 ___ Discriminator Loss: 0.6222 ___ Generator Loss: 2.3084 Epoch 2/4 ___ Discriminator Loss: 1.4263 ___ Generator Loss: 0.5419
Epoch 2/4 ___ Discriminator Loss: 2.0188 ___ Generator Loss: 2.3776 Epoch 2/4 ___ Discriminator Loss: 0.9730 ___ Generator Loss: 0.9434 Epoch 2/4 ___ Discriminator Loss: 1.0811 ___ Generator Loss: 0.7730 Epoch 2/4 ___ Discriminator Loss: 0.9562 ___ Generator Loss: 0.9252 Epoch 2/4 ___ Discriminator Loss: 0.7158 ___ Generator Loss: 1.5007 Epoch 2/4 ___ Discriminator Loss: 0.3870 ___ Generator Loss: 3.7833 Epoch 2/4 ___ Discriminator Loss: 1.0774 ___ Generator Loss: 0.7754 Epoch 2/4 ___ Discriminator Loss: 0.5190 ___ Generator Loss: 2.0553 Epoch 2/4 ___ Discriminator Loss: 0.5710 ___ Generator Loss: 2.3825 Epoch 2/4 ___ Discriminator Loss: 1.3112 ___ Generator Loss: 0.6002
Epoch 2/4 ___ Discriminator Loss: 0.7108 ___ Generator Loss: 1.8294 Epoch 2/4 ___ Discriminator Loss: 0.9669 ___ Generator Loss: 1.0748 Epoch 2/4 ___ Discriminator Loss: 0.8026 ___ Generator Loss: 1.2008 Epoch 2/4 ___ Discriminator Loss: 0.7559 ___ Generator Loss: 1.3157 Epoch 2/4 ___ Discriminator Loss: 0.5708 ___ Generator Loss: 2.0043 Epoch 2/4 ___ Discriminator Loss: 0.8254 ___ Generator Loss: 1.1745 Epoch 2/4 ___ Discriminator Loss: 0.5548 ___ Generator Loss: 2.2046 Epoch 2/4 ___ Discriminator Loss: 0.5518 ___ Generator Loss: 2.5170 Epoch 2/4 ___ Discriminator Loss: 0.7699 ___ Generator Loss: 1.2236 Epoch 2/4 ___ Discriminator Loss: 0.4613 ___ Generator Loss: 4.1934
Epoch 2/4 ___ Discriminator Loss: 1.9838 ___ Generator Loss: 0.2694 Epoch 2/4 ___ Discriminator Loss: 0.7483 ___ Generator Loss: 1.5137 Epoch 2/4 ___ Discriminator Loss: 0.8083 ___ Generator Loss: 1.4257 Epoch 2/4 ___ Discriminator Loss: 0.4954 ___ Generator Loss: 2.3633 Epoch 2/4 ___ Discriminator Loss: 1.0902 ___ Generator Loss: 0.7490 Epoch 2/4 ___ Discriminator Loss: 0.8569 ___ Generator Loss: 1.7126 Epoch 2/4 ___ Discriminator Loss: 0.7037 ___ Generator Loss: 1.4654 Epoch 2/4 ___ Discriminator Loss: 0.4763 ___ Generator Loss: 3.9757 Epoch 2/4 ___ Discriminator Loss: 0.9451 ___ Generator Loss: 0.9491 Epoch 2/4 ___ Discriminator Loss: 0.5826 ___ Generator Loss: 1.7180
Epoch 2/4 ___ Discriminator Loss: 1.1445 ___ Generator Loss: 2.2130 Epoch 2/4 ___ Discriminator Loss: 0.5962 ___ Generator Loss: 1.6364 Epoch 2/4 ___ Discriminator Loss: 0.7493 ___ Generator Loss: 1.2918 Epoch 2/4 ___ Discriminator Loss: 1.5197 ___ Generator Loss: 0.4548 Epoch 2/4 ___ Discriminator Loss: 0.8928 ___ Generator Loss: 2.7217 Epoch 2/4 ___ Discriminator Loss: 0.8916 ___ Generator Loss: 0.9784 Epoch 2/4 ___ Discriminator Loss: 1.0392 ___ Generator Loss: 0.8111 Epoch 2/4 ___ Discriminator Loss: 0.9443 ___ Generator Loss: 0.9135 Epoch 2/4 ___ Discriminator Loss: 0.5654 ___ Generator Loss: 1.8483 Epoch 2/4 ___ Discriminator Loss: 0.5680 ___ Generator Loss: 1.9176
Epoch 2/4 ___ Discriminator Loss: 0.7021 ___ Generator Loss: 2.4618 Epoch 2/4 ___ Discriminator Loss: 0.5828 ___ Generator Loss: 1.7549 Epoch 2/4 ___ Discriminator Loss: 0.5252 ___ Generator Loss: 3.9905 Epoch 2/4 ___ Discriminator Loss: 1.2446 ___ Generator Loss: 2.4870 Epoch 2/4 ___ Discriminator Loss: 1.2012 ___ Generator Loss: 2.8545 Epoch 2/4 ___ Discriminator Loss: 1.0637 ___ Generator Loss: 0.8099 Epoch 2/4 ___ Discriminator Loss: 0.8365 ___ Generator Loss: 1.1256 Epoch 2/4 ___ Discriminator Loss: 0.5844 ___ Generator Loss: 2.1828 Epoch 2/4 ___ Discriminator Loss: 0.6285 ___ Generator Loss: 1.7231 Epoch 2/4 ___ Discriminator Loss: 0.5571 ___ Generator Loss: 1.9456
Epoch 2/4 ___ Discriminator Loss: 0.5325 ___ Generator Loss: 2.3939 Epoch 2/4 ___ Discriminator Loss: 1.4416 ___ Generator Loss: 0.4797 Epoch 2/4 ___ Discriminator Loss: 1.6067 ___ Generator Loss: 0.3747 Epoch 2/4 ___ Discriminator Loss: 1.4796 ___ Generator Loss: 0.5405 Epoch 2/4 ___ Discriminator Loss: 0.7054 ___ Generator Loss: 1.5432 Epoch 2/4 ___ Discriminator Loss: 0.9729 ___ Generator Loss: 0.8911 Epoch 2/4 ___ Discriminator Loss: 0.5156 ___ Generator Loss: 2.7144 Epoch 2/4 ___ Discriminator Loss: 0.7421 ___ Generator Loss: 1.4502 Epoch 2/4 ___ Discriminator Loss: 0.8784 ___ Generator Loss: 1.1876 Epoch 2/4 ___ Discriminator Loss: 0.9119 ___ Generator Loss: 1.0201
Epoch 2/4 ___ Discriminator Loss: 1.1887 ___ Generator Loss: 0.7209 Epoch 2/4 ___ Discriminator Loss: 1.3009 ___ Generator Loss: 0.5953 Epoch 2/4 ___ Discriminator Loss: 1.3017 ___ Generator Loss: 0.5890 Epoch 2/4 ___ Discriminator Loss: 0.6591 ___ Generator Loss: 1.7081 Epoch 2/4 ___ Discriminator Loss: 0.5835 ___ Generator Loss: 2.7848 Epoch 2/4 ___ Discriminator Loss: 0.5156 ___ Generator Loss: 2.2262 Epoch 2/4 ___ Discriminator Loss: 0.9946 ___ Generator Loss: 0.8737 Epoch 2/4 ___ Discriminator Loss: 0.8540 ___ Generator Loss: 1.0581 Epoch 2/4 ___ Discriminator Loss: 0.9462 ___ Generator Loss: 2.4529 Epoch 2/4 ___ Discriminator Loss: 1.1461 ___ Generator Loss: 0.6805
Epoch 2/4 ___ Discriminator Loss: 0.5498 ___ Generator Loss: 2.2053 Epoch 2/4 ___ Discriminator Loss: 0.5045 ___ Generator Loss: 2.5226 Epoch 2/4 ___ Discriminator Loss: 0.7452 ___ Generator Loss: 1.7389 Epoch 2/4 ___ Discriminator Loss: 0.4714 ___ Generator Loss: 3.0061 Epoch 2/4 ___ Discriminator Loss: 0.5290 ___ Generator Loss: 3.8110 Epoch 2/4 ___ Discriminator Loss: 1.2217 ___ Generator Loss: 1.6518 Epoch 2/4 ___ Discriminator Loss: 0.9000 ___ Generator Loss: 0.9657 Epoch 2/4 ___ Discriminator Loss: 0.7072 ___ Generator Loss: 1.7953 Epoch 2/4 ___ Discriminator Loss: 0.4478 ___ Generator Loss: 2.5905 Epoch 2/4 ___ Discriminator Loss: 1.0020 ___ Generator Loss: 2.5938
Epoch 2/4 ___ Discriminator Loss: 0.8144 ___ Generator Loss: 1.3954 Epoch 2/4 ___ Discriminator Loss: 1.0467 ___ Generator Loss: 0.8043 Epoch 2/4 ___ Discriminator Loss: 0.6592 ___ Generator Loss: 1.4362 Epoch 2/4 ___ Discriminator Loss: 0.5546 ___ Generator Loss: 2.0089 Epoch 2/4 ___ Discriminator Loss: 0.6666 ___ Generator Loss: 2.9932 Epoch 2/4 ___ Discriminator Loss: 0.6442 ___ Generator Loss: 1.7658 Epoch 2/4 ___ Discriminator Loss: 0.8544 ___ Generator Loss: 1.3207 Epoch 2/4 ___ Discriminator Loss: 0.8441 ___ Generator Loss: 1.2673 Epoch 2/4 ___ Discriminator Loss: 0.7331 ___ Generator Loss: 1.3314 Epoch 2/4 ___ Discriminator Loss: 1.6500 ___ Generator Loss: 0.3997
Epoch 2/4 ___ Discriminator Loss: 1.2708 ___ Generator Loss: 2.2186 Epoch 2/4 ___ Discriminator Loss: 0.8466 ___ Generator Loss: 1.2005 Epoch 2/4 ___ Discriminator Loss: 0.7653 ___ Generator Loss: 1.2639 Epoch 2/4 ___ Discriminator Loss: 0.6526 ___ Generator Loss: 1.8771 Epoch 2/4 ___ Discriminator Loss: 1.0021 ___ Generator Loss: 1.3744 Epoch 2/4 ___ Discriminator Loss: 0.5438 ___ Generator Loss: 2.6797 Epoch 2/4 ___ Discriminator Loss: 0.8412 ___ Generator Loss: 1.1120 Epoch 2/4 ___ Discriminator Loss: 0.6545 ___ Generator Loss: 1.9425 Epoch 2/4 ___ Discriminator Loss: 0.8676 ___ Generator Loss: 1.9899 Epoch 2/4 ___ Discriminator Loss: 1.0953 ___ Generator Loss: 1.8827
Epoch 2/4 ___ Discriminator Loss: 0.9094 ___ Generator Loss: 0.9543 Epoch 2/4 ___ Discriminator Loss: 1.4691 ___ Generator Loss: 0.4797 Epoch 2/4 ___ Discriminator Loss: 0.7747 ___ Generator Loss: 1.1826 Epoch 2/4 ___ Discriminator Loss: 1.2265 ___ Generator Loss: 0.6589 Epoch 2/4 ___ Discriminator Loss: 0.7207 ___ Generator Loss: 1.4440 Epoch 2/4 ___ Discriminator Loss: 0.8252 ___ Generator Loss: 1.1175 Epoch 2/4 ___ Discriminator Loss: 0.6036 ___ Generator Loss: 2.3626 Epoch 2/4 ___ Discriminator Loss: 1.1312 ___ Generator Loss: 0.7148 Epoch 2/4 ___ Discriminator Loss: 0.7123 ___ Generator Loss: 1.3734 Epoch 2/4 ___ Discriminator Loss: 1.0935 ___ Generator Loss: 2.3499
Epoch 2/4 ___ Discriminator Loss: 0.9595 ___ Generator Loss: 1.0519 Epoch 2/4 ___ Discriminator Loss: 0.7716 ___ Generator Loss: 2.5559 Epoch 2/4 ___ Discriminator Loss: 0.5926 ___ Generator Loss: 1.6680 Epoch 2/4 ___ Discriminator Loss: 1.0799 ___ Generator Loss: 0.7627 Epoch 2/4 ___ Discriminator Loss: 0.4999 ___ Generator Loss: 3.0455 Epoch 2/4 ___ Discriminator Loss: 0.4840 ___ Generator Loss: 2.7357 Epoch 2/4 ___ Discriminator Loss: 0.8071 ___ Generator Loss: 1.7824 Epoch 2/4 ___ Discriminator Loss: 0.8443 ___ Generator Loss: 2.2060 Epoch 2/4 ___ Discriminator Loss: 0.7849 ___ Generator Loss: 2.2089 Epoch 2/4 ___ Discriminator Loss: 0.5684 ___ Generator Loss: 1.8632
Epoch 2/4 ___ Discriminator Loss: 0.7350 ___ Generator Loss: 1.3144 Epoch 2/4 ___ Discriminator Loss: 1.0036 ___ Generator Loss: 1.5855 Epoch 2/4 ___ Discriminator Loss: 0.9693 ___ Generator Loss: 0.8644 Epoch 2/4 ___ Discriminator Loss: 1.3582 ___ Generator Loss: 0.5661 Epoch 2/4 ___ Discriminator Loss: 0.6143 ___ Generator Loss: 2.1218 Epoch 2/4 ___ Discriminator Loss: 0.8806 ___ Generator Loss: 1.1175 Epoch 2/4 ___ Discriminator Loss: 0.5889 ___ Generator Loss: 2.3256 Epoch 2/4 ___ Discriminator Loss: 0.7248 ___ Generator Loss: 2.5725 Epoch 2/4 ___ Discriminator Loss: 0.8533 ___ Generator Loss: 1.2316 Epoch 2/4 ___ Discriminator Loss: 0.8707 ___ Generator Loss: 1.1417
Epoch 2/4 ___ Discriminator Loss: 0.5344 ___ Generator Loss: 2.7610 Epoch 2/4 ___ Discriminator Loss: 0.8043 ___ Generator Loss: 1.1594 Epoch 2/4 ___ Discriminator Loss: 0.7210 ___ Generator Loss: 2.1699 Epoch 2/4 ___ Discriminator Loss: 0.5886 ___ Generator Loss: 1.6596 Epoch 2/4 ___ Discriminator Loss: 1.3194 ___ Generator Loss: 0.5630 Epoch 2/4 ___ Discriminator Loss: 0.7352 ___ Generator Loss: 2.5017 Epoch 2/4 ___ Discriminator Loss: 0.6813 ___ Generator Loss: 2.0391 Epoch 2/4 ___ Discriminator Loss: 0.6656 ___ Generator Loss: 1.4917 Epoch 2/4 ___ Discriminator Loss: 0.5480 ___ Generator Loss: 2.6157 Epoch 2/4 ___ Discriminator Loss: 0.7917 ___ Generator Loss: 1.2043
Epoch 2/4 ___ Discriminator Loss: 0.6425 ___ Generator Loss: 1.5625 Epoch 2/4 ___ Discriminator Loss: 1.3992 ___ Generator Loss: 0.5101 Epoch 2/4 ___ Discriminator Loss: 0.8982 ___ Generator Loss: 1.1780 Epoch 2/4 ___ Discriminator Loss: 0.6109 ___ Generator Loss: 1.6699 Epoch 2/4 ___ Discriminator Loss: 1.4260 ___ Generator Loss: 0.4937 Epoch 2/4 ___ Discriminator Loss: 0.9876 ___ Generator Loss: 1.0503 Epoch 2/4 ___ Discriminator Loss: 0.5131 ___ Generator Loss: 2.2634 Epoch 2/4 ___ Discriminator Loss: 0.7065 ___ Generator Loss: 2.2062 Epoch 2/4 ___ Discriminator Loss: 0.6946 ___ Generator Loss: 1.5479 Epoch 2/4 ___ Discriminator Loss: 0.5516 ___ Generator Loss: 2.0495
Epoch 2/4 ___ Discriminator Loss: 0.8880 ___ Generator Loss: 0.9876 Epoch 2/4 ___ Discriminator Loss: 1.1618 ___ Generator Loss: 3.4254 Epoch 2/4 ___ Discriminator Loss: 1.0368 ___ Generator Loss: 0.8527 Epoch 2/4 ___ Discriminator Loss: 0.8661 ___ Generator Loss: 1.0422 Epoch 2/4 ___ Discriminator Loss: 0.9339 ___ Generator Loss: 0.9866 Epoch 2/4 ___ Discriminator Loss: 0.7699 ___ Generator Loss: 1.2536 Epoch 2/4 ___ Discriminator Loss: 1.1992 ___ Generator Loss: 0.6435 Epoch 2/4 ___ Discriminator Loss: 1.1022 ___ Generator Loss: 0.7028 Epoch 2/4 ___ Discriminator Loss: 0.6033 ___ Generator Loss: 1.8263 Epoch 2/4 ___ Discriminator Loss: 0.9345 ___ Generator Loss: 2.3106
Epoch 2/4 ___ Discriminator Loss: 0.9755 ___ Generator Loss: 0.8925 Epoch 2/4 ___ Discriminator Loss: 0.7076 ___ Generator Loss: 1.9808 Epoch 2/4 ___ Discriminator Loss: 0.8148 ___ Generator Loss: 1.2092 Epoch 2/4 ___ Discriminator Loss: 0.8954 ___ Generator Loss: 1.8988 Epoch 2/4 ___ Discriminator Loss: 0.6119 ___ Generator Loss: 1.7172 Epoch 2/4 ___ Discriminator Loss: 0.6615 ___ Generator Loss: 1.6583 Epoch 2/4 ___ Discriminator Loss: 0.8354 ___ Generator Loss: 1.2546 Epoch 2/4 ___ Discriminator Loss: 0.6477 ___ Generator Loss: 2.0284 Epoch 2/4 ___ Discriminator Loss: 0.6321 ___ Generator Loss: 1.8405 Epoch 2/4 ___ Discriminator Loss: 0.6863 ___ Generator Loss: 1.3757
Epoch 2/4 ___ Discriminator Loss: 0.8210 ___ Generator Loss: 1.1579 Epoch 2/4 ___ Discriminator Loss: 1.0915 ___ Generator Loss: 2.2340 Epoch 2/4 ___ Discriminator Loss: 0.8940 ___ Generator Loss: 1.0698 Epoch 2/4 ___ Discriminator Loss: 1.1629 ___ Generator Loss: 0.7290 Epoch 2/4 ___ Discriminator Loss: 0.9698 ___ Generator Loss: 0.9124 Epoch 2/4 ___ Discriminator Loss: 1.1539 ___ Generator Loss: 0.6597 Epoch 2/4 ___ Discriminator Loss: 0.5514 ___ Generator Loss: 2.0516 Epoch 2/4 ___ Discriminator Loss: 1.1711 ___ Generator Loss: 0.7311 Epoch 2/4 ___ Discriminator Loss: 0.8916 ___ Generator Loss: 1.5447 Epoch 2/4 ___ Discriminator Loss: 0.8414 ___ Generator Loss: 1.1603
Epoch 2/4 ___ Discriminator Loss: 1.1725 ___ Generator Loss: 0.7236 Epoch 2/4 ___ Discriminator Loss: 0.7584 ___ Generator Loss: 1.2386 Epoch 2/4 ___ Discriminator Loss: 0.7900 ___ Generator Loss: 1.1459 Epoch 2/4 ___ Discriminator Loss: 0.7365 ___ Generator Loss: 1.4744 Epoch 2/4 ___ Discriminator Loss: 0.8443 ___ Generator Loss: 1.0795 Epoch 2/4 ___ Discriminator Loss: 0.8925 ___ Generator Loss: 1.0264 Epoch 2/4 ___ Discriminator Loss: 0.7866 ___ Generator Loss: 1.2673 Epoch 2/4 ___ Discriminator Loss: 1.2059 ___ Generator Loss: 0.6341 Epoch 2/4 ___ Discriminator Loss: 0.7554 ___ Generator Loss: 3.2079 Epoch 2/4 ___ Discriminator Loss: 0.5492 ___ Generator Loss: 1.8521
Epoch 2/4 ___ Discriminator Loss: 0.3788 ___ Generator Loss: 3.8694 Epoch 2/4 ___ Discriminator Loss: 0.7989 ___ Generator Loss: 1.6409 Epoch 2/4 ___ Discriminator Loss: 0.6603 ___ Generator Loss: 1.5936 Epoch 2/4 ___ Discriminator Loss: 1.1080 ___ Generator Loss: 0.7193 Epoch 2/4 ___ Discriminator Loss: 0.9543 ___ Generator Loss: 0.9275 Epoch 2/4 ___ Discriminator Loss: 0.7219 ___ Generator Loss: 1.3967 Epoch 2/4 ___ Discriminator Loss: 0.7907 ___ Generator Loss: 1.1731 Epoch 2/4 ___ Discriminator Loss: 0.5999 ___ Generator Loss: 2.1337 Epoch 2/4 ___ Discriminator Loss: 0.5617 ___ Generator Loss: 1.9593 Epoch 2/4 ___ Discriminator Loss: 0.5728 ___ Generator Loss: 1.7288
Epoch 2/4 ___ Discriminator Loss: 0.9449 ___ Generator Loss: 0.9110 Epoch 2/4 ___ Discriminator Loss: 0.7770 ___ Generator Loss: 1.4133 Epoch 2/4 ___ Discriminator Loss: 1.0669 ___ Generator Loss: 0.7811 Epoch 2/4 ___ Discriminator Loss: 0.5490 ___ Generator Loss: 3.2412 Epoch 2/4 ___ Discriminator Loss: 0.4222 ___ Generator Loss: 3.3687 Epoch 2/4 ___ Discriminator Loss: 0.7355 ___ Generator Loss: 1.3730 Epoch 2/4 ___ Discriminator Loss: 0.5240 ___ Generator Loss: 3.0088 Epoch 2/4 ___ Discriminator Loss: 0.6971 ___ Generator Loss: 1.5561 Epoch 2/4 ___ Discriminator Loss: 1.0166 ___ Generator Loss: 2.1279 Epoch 2/4 ___ Discriminator Loss: 0.8616 ___ Generator Loss: 1.0704
Epoch 2/4 ___ Discriminator Loss: 0.4003 ___ Generator Loss: 3.4852 Epoch 2/4 ___ Discriminator Loss: 0.9543 ___ Generator Loss: 0.9399 Epoch 2/4 ___ Discriminator Loss: 1.2410 ___ Generator Loss: 0.6842 Epoch 2/4 ___ Discriminator Loss: 0.6968 ___ Generator Loss: 1.6128 Epoch 2/4 ___ Discriminator Loss: 0.6841 ___ Generator Loss: 2.1530 Epoch 2/4 ___ Discriminator Loss: 1.1431 ___ Generator Loss: 2.3866 Epoch 2/4 ___ Discriminator Loss: 0.5029 ___ Generator Loss: 3.1076 Epoch 2/4 ___ Discriminator Loss: 0.4439 ___ Generator Loss: 4.6952 Epoch 2/4 ___ Discriminator Loss: 1.0808 ___ Generator Loss: 2.0204 Epoch 2/4 ___ Discriminator Loss: 1.1490 ___ Generator Loss: 0.7183
Epoch 2/4 ___ Discriminator Loss: 0.9265 ___ Generator Loss: 1.0960 Epoch 2/4 ___ Discriminator Loss: 0.4895 ___ Generator Loss: 2.4061 Epoch 2/4 ___ Discriminator Loss: 0.6652 ___ Generator Loss: 1.8388 Epoch 2/4 ___ Discriminator Loss: 1.0005 ___ Generator Loss: 0.9378 Epoch 2/4 ___ Discriminator Loss: 1.0738 ___ Generator Loss: 0.7896 Epoch 2/4 ___ Discriminator Loss: 1.2327 ___ Generator Loss: 0.7095 Epoch 2/4 ___ Discriminator Loss: 0.5721 ___ Generator Loss: 2.1561 Epoch 2/4 ___ Discriminator Loss: 0.7304 ___ Generator Loss: 1.4235 Epoch 2/4 ___ Discriminator Loss: 0.5484 ___ Generator Loss: 1.9294 Epoch 2/4 ___ Discriminator Loss: 0.6985 ___ Generator Loss: 1.8842
Epoch 2/4 ___ Discriminator Loss: 0.8150 ___ Generator Loss: 1.4050 Epoch 2/4 ___ Discriminator Loss: 1.0950 ___ Generator Loss: 0.7848 Epoch 2/4 ___ Discriminator Loss: 1.0982 ___ Generator Loss: 2.8958 Epoch 2/4 ___ Discriminator Loss: 1.0368 ___ Generator Loss: 0.7847 Epoch 2/4 ___ Discriminator Loss: 0.6465 ___ Generator Loss: 1.7165 Epoch 2/4 ___ Discriminator Loss: 0.9443 ___ Generator Loss: 1.0128 Epoch 2/4 ___ Discriminator Loss: 0.7191 ___ Generator Loss: 2.1059 Epoch 2/4 ___ Discriminator Loss: 0.7383 ___ Generator Loss: 1.3546 Epoch 2/4 ___ Discriminator Loss: 0.7568 ___ Generator Loss: 1.2399 Epoch 2/4 ___ Discriminator Loss: 2.4243 ___ Generator Loss: 3.4980
Epoch 2/4 ___ Discriminator Loss: 2.7161 ___ Generator Loss: 4.2643 Epoch 2/4 ___ Discriminator Loss: 1.1317 ___ Generator Loss: 1.0248 Epoch 2/4 ___ Discriminator Loss: 1.0476 ___ Generator Loss: 0.9152 Epoch 2/4 ___ Discriminator Loss: 0.9404 ___ Generator Loss: 1.5480 Epoch 2/4 ___ Discriminator Loss: 0.7596 ___ Generator Loss: 1.4894 Epoch 2/4 ___ Discriminator Loss: 1.1343 ___ Generator Loss: 0.7286 Epoch 2/4 ___ Discriminator Loss: 0.8095 ___ Generator Loss: 1.3581 Epoch 2/4 ___ Discriminator Loss: 0.5202 ___ Generator Loss: 2.0768 Epoch 2/4 ___ Discriminator Loss: 1.3819 ___ Generator Loss: 0.4868 Epoch 2/4 ___ Discriminator Loss: 0.5348 ___ Generator Loss: 2.0608
Epoch 2/4 ___ Discriminator Loss: 0.5155 ___ Generator Loss: 2.8557 Epoch 2/4 ___ Discriminator Loss: 1.2885 ___ Generator Loss: 0.6156 Epoch 2/4 ___ Discriminator Loss: 0.8720 ___ Generator Loss: 1.0512 Epoch 2/4 ___ Discriminator Loss: 1.4552 ___ Generator Loss: 2.9249 Epoch 2/4 ___ Discriminator Loss: 0.9256 ___ Generator Loss: 0.9830 Epoch 2/4 ___ Discriminator Loss: 0.8081 ___ Generator Loss: 1.2513 Epoch 2/4 ___ Discriminator Loss: 0.7748 ___ Generator Loss: 1.2250 Epoch 2/4 ___ Discriminator Loss: 1.1332 ___ Generator Loss: 0.6869 Epoch 2/4 ___ Discriminator Loss: 0.9022 ___ Generator Loss: 1.0539 Epoch 2/4 ___ Discriminator Loss: 0.5951 ___ Generator Loss: 1.6680
Epoch 2/4 ___ Discriminator Loss: 0.4409 ___ Generator Loss: 3.4458 Epoch 2/4 ___ Discriminator Loss: 0.8301 ___ Generator Loss: 1.3568 Epoch 2/4 ___ Discriminator Loss: 0.6806 ___ Generator Loss: 1.4081 Epoch 2/4 ___ Discriminator Loss: 0.9286 ___ Generator Loss: 2.8972 Epoch 2/4 ___ Discriminator Loss: 0.8478 ___ Generator Loss: 2.2322 Epoch 2/4 ___ Discriminator Loss: 1.2286 ___ Generator Loss: 0.6456 Epoch 2/4 ___ Discriminator Loss: 0.9152 ___ Generator Loss: 1.2710 Epoch 2/4 ___ Discriminator Loss: 1.3141 ___ Generator Loss: 2.8401 Epoch 2/4 ___ Discriminator Loss: 1.3263 ___ Generator Loss: 0.5559 Epoch 2/4 ___ Discriminator Loss: 0.6464 ___ Generator Loss: 2.6561
Epoch 2/4 ___ Discriminator Loss: 0.5131 ___ Generator Loss: 3.9705 Epoch 2/4 ___ Discriminator Loss: 0.7449 ___ Generator Loss: 2.3749 Epoch 2/4 ___ Discriminator Loss: 0.6045 ___ Generator Loss: 2.2596 Epoch 2/4 ___ Discriminator Loss: 0.4786 ___ Generator Loss: 3.5390 Epoch 2/4 ___ Discriminator Loss: 1.4623 ___ Generator Loss: 0.4774 Epoch 2/4 ___ Discriminator Loss: 1.0142 ___ Generator Loss: 0.8261 Epoch 2/4 ___ Discriminator Loss: 0.7316 ___ Generator Loss: 2.1186 Epoch 2/4 ___ Discriminator Loss: 1.1139 ___ Generator Loss: 0.6998 Epoch 2/4 ___ Discriminator Loss: 0.6946 ___ Generator Loss: 1.5202 Epoch 2/4 ___ Discriminator Loss: 1.0700 ___ Generator Loss: 1.0593
Epoch 2/4 ___ Discriminator Loss: 0.5165 ___ Generator Loss: 2.2641 Epoch 2/4 ___ Discriminator Loss: 0.8195 ___ Generator Loss: 1.1688 Epoch 2/4 ___ Discriminator Loss: 1.0196 ___ Generator Loss: 0.8485 Epoch 2/4 ___ Discriminator Loss: 0.8153 ___ Generator Loss: 1.4714 Epoch 2/4 ___ Discriminator Loss: 1.1841 ___ Generator Loss: 0.6878 Epoch 2/4 ___ Discriminator Loss: 1.2068 ___ Generator Loss: 0.6631 Epoch 2/4 ___ Discriminator Loss: 1.4054 ___ Generator Loss: 0.5606 Epoch 2/4 ___ Discriminator Loss: 0.6536 ___ Generator Loss: 1.5367 Epoch 2/4 ___ Discriminator Loss: 0.5125 ___ Generator Loss: 2.1208 Epoch 2/4 ___ Discriminator Loss: 1.3605 ___ Generator Loss: 0.5264
Epoch 2/4 ___ Discriminator Loss: 0.6587 ___ Generator Loss: 1.5699 Epoch 2/4 ___ Discriminator Loss: 0.8686 ___ Generator Loss: 1.1985 Epoch 2/4 ___ Discriminator Loss: 1.0389 ___ Generator Loss: 0.8184 Epoch 2/4 ___ Discriminator Loss: 0.7959 ___ Generator Loss: 1.4368 Epoch 2/4 ___ Discriminator Loss: 0.8955 ___ Generator Loss: 1.0168 Epoch 2/4 ___ Discriminator Loss: 0.8700 ___ Generator Loss: 1.0234 Epoch 2/4 ___ Discriminator Loss: 1.4083 ___ Generator Loss: 0.5682 Epoch 2/4 ___ Discriminator Loss: 0.6982 ___ Generator Loss: 1.4188 Epoch 2/4 ___ Discriminator Loss: 0.7931 ___ Generator Loss: 1.4225 Epoch 2/4 ___ Discriminator Loss: 0.9746 ___ Generator Loss: 1.7319
Epoch 2/4 ___ Discriminator Loss: 0.6676 ___ Generator Loss: 1.4959 Epoch 2/4 ___ Discriminator Loss: 0.8969 ___ Generator Loss: 2.5058 Epoch 2/4 ___ Discriminator Loss: 0.6979 ___ Generator Loss: 1.4102 Epoch 2/4 ___ Discriminator Loss: 0.7571 ___ Generator Loss: 1.4495 Epoch 2/4 ___ Discriminator Loss: 0.6526 ___ Generator Loss: 1.8518 Epoch 2/4 ___ Discriminator Loss: 0.8114 ___ Generator Loss: 1.2418 Epoch 2/4 ___ Discriminator Loss: 0.5371 ___ Generator Loss: 2.1379 Epoch 2/4 ___ Discriminator Loss: 0.5228 ___ Generator Loss: 2.7042 Epoch 2/4 ___ Discriminator Loss: 0.6056 ___ Generator Loss: 2.7617 Epoch 2/4 ___ Discriminator Loss: 1.1792 ___ Generator Loss: 0.6825
Epoch 2/4 ___ Discriminator Loss: 0.8592 ___ Generator Loss: 1.2297 Epoch 2/4 ___ Discriminator Loss: 1.4754 ___ Generator Loss: 0.4876 Epoch 2/4 ___ Discriminator Loss: 0.9650 ___ Generator Loss: 0.9948 Epoch 2/4 ___ Discriminator Loss: 0.6640 ___ Generator Loss: 2.6126 Epoch 2/4 ___ Discriminator Loss: 0.6946 ___ Generator Loss: 1.4534 Epoch 2/4 ___ Discriminator Loss: 0.7701 ___ Generator Loss: 1.6736 Epoch 2/4 ___ Discriminator Loss: 1.1755 ___ Generator Loss: 3.2960 Epoch 2/4 ___ Discriminator Loss: 1.4889 ___ Generator Loss: 2.6895 Epoch 2/4 ___ Discriminator Loss: 0.9169 ___ Generator Loss: 1.1689 Epoch 2/4 ___ Discriminator Loss: 0.5709 ___ Generator Loss: 2.0601 Epoch 3/4 ___ Discriminator Loss: 1.0669 ___ Generator Loss: 0.8341
Epoch 3/4 ___ Discriminator Loss: 1.1758 ___ Generator Loss: 0.7992 Epoch 3/4 ___ Discriminator Loss: 0.8827 ___ Generator Loss: 0.9987 Epoch 3/4 ___ Discriminator Loss: 0.5773 ___ Generator Loss: 1.8240 Epoch 3/4 ___ Discriminator Loss: 1.1188 ___ Generator Loss: 2.2844 Epoch 3/4 ___ Discriminator Loss: 0.8312 ___ Generator Loss: 1.1405 Epoch 3/4 ___ Discriminator Loss: 0.9169 ___ Generator Loss: 1.0828 Epoch 3/4 ___ Discriminator Loss: 1.0909 ___ Generator Loss: 1.0177 Epoch 3/4 ___ Discriminator Loss: 1.4632 ___ Generator Loss: 0.5366 Epoch 3/4 ___ Discriminator Loss: 0.9135 ___ Generator Loss: 1.9722 Epoch 3/4 ___ Discriminator Loss: 0.8944 ___ Generator Loss: 1.3302
Epoch 3/4 ___ Discriminator Loss: 0.5427 ___ Generator Loss: 2.0818 Epoch 3/4 ___ Discriminator Loss: 0.7226 ___ Generator Loss: 2.2144 Epoch 3/4 ___ Discriminator Loss: 0.8050 ___ Generator Loss: 1.4727 Epoch 3/4 ___ Discriminator Loss: 0.6659 ___ Generator Loss: 1.8801 Epoch 3/4 ___ Discriminator Loss: 1.0919 ___ Generator Loss: 0.7580 Epoch 3/4 ___ Discriminator Loss: 0.7302 ___ Generator Loss: 1.7115 Epoch 3/4 ___ Discriminator Loss: 0.7250 ___ Generator Loss: 1.5694 Epoch 3/4 ___ Discriminator Loss: 2.2564 ___ Generator Loss: 0.2079 Epoch 3/4 ___ Discriminator Loss: 1.0577 ___ Generator Loss: 0.7926 Epoch 3/4 ___ Discriminator Loss: 0.7339 ___ Generator Loss: 1.6058
Epoch 3/4 ___ Discriminator Loss: 0.8109 ___ Generator Loss: 2.3281 Epoch 3/4 ___ Discriminator Loss: 0.7195 ___ Generator Loss: 1.4436 Epoch 3/4 ___ Discriminator Loss: 1.4189 ___ Generator Loss: 0.5027 Epoch 3/4 ___ Discriminator Loss: 0.9945 ___ Generator Loss: 2.1658 Epoch 3/4 ___ Discriminator Loss: 0.6471 ___ Generator Loss: 1.6059 Epoch 3/4 ___ Discriminator Loss: 1.0770 ___ Generator Loss: 0.7507 Epoch 3/4 ___ Discriminator Loss: 0.8168 ___ Generator Loss: 1.7345 Epoch 3/4 ___ Discriminator Loss: 0.8413 ___ Generator Loss: 1.1043 Epoch 3/4 ___ Discriminator Loss: 1.7084 ___ Generator Loss: 0.3711 Epoch 3/4 ___ Discriminator Loss: 0.8279 ___ Generator Loss: 1.2075
Epoch 3/4 ___ Discriminator Loss: 1.2241 ___ Generator Loss: 0.6269 Epoch 3/4 ___ Discriminator Loss: 0.5643 ___ Generator Loss: 2.0743 Epoch 3/4 ___ Discriminator Loss: 0.9347 ___ Generator Loss: 0.9874 Epoch 3/4 ___ Discriminator Loss: 1.0620 ___ Generator Loss: 1.7955 Epoch 3/4 ___ Discriminator Loss: 0.6613 ___ Generator Loss: 1.8702 Epoch 3/4 ___ Discriminator Loss: 1.4242 ___ Generator Loss: 0.5071 Epoch 3/4 ___ Discriminator Loss: 1.1738 ___ Generator Loss: 0.8865 Epoch 3/4 ___ Discriminator Loss: 0.9137 ___ Generator Loss: 1.0690 Epoch 3/4 ___ Discriminator Loss: 0.9330 ___ Generator Loss: 1.0121 Epoch 3/4 ___ Discriminator Loss: 0.8201 ___ Generator Loss: 1.2255
Epoch 3/4 ___ Discriminator Loss: 1.0482 ___ Generator Loss: 0.8200 Epoch 3/4 ___ Discriminator Loss: 1.1349 ___ Generator Loss: 0.7450 Epoch 3/4 ___ Discriminator Loss: 0.8410 ___ Generator Loss: 1.1254 Epoch 3/4 ___ Discriminator Loss: 1.3935 ___ Generator Loss: 0.5492 Epoch 3/4 ___ Discriminator Loss: 0.9744 ___ Generator Loss: 0.9762 Epoch 3/4 ___ Discriminator Loss: 0.8715 ___ Generator Loss: 1.1749 Epoch 3/4 ___ Discriminator Loss: 0.9447 ___ Generator Loss: 1.0373 Epoch 3/4 ___ Discriminator Loss: 0.9043 ___ Generator Loss: 1.0865 Epoch 3/4 ___ Discriminator Loss: 1.0859 ___ Generator Loss: 0.7925 Epoch 3/4 ___ Discriminator Loss: 0.4611 ___ Generator Loss: 2.4120
Epoch 3/4 ___ Discriminator Loss: 0.7769 ___ Generator Loss: 1.8207 Epoch 3/4 ___ Discriminator Loss: 0.9252 ___ Generator Loss: 2.1369 Epoch 3/4 ___ Discriminator Loss: 1.4456 ___ Generator Loss: 2.7443 Epoch 3/4 ___ Discriminator Loss: 1.2663 ___ Generator Loss: 0.6504 Epoch 3/4 ___ Discriminator Loss: 0.7762 ___ Generator Loss: 2.2708 Epoch 3/4 ___ Discriminator Loss: 0.5913 ___ Generator Loss: 3.5240 Epoch 3/4 ___ Discriminator Loss: 0.7556 ___ Generator Loss: 1.3756 Epoch 3/4 ___ Discriminator Loss: 1.1612 ___ Generator Loss: 0.6734 Epoch 3/4 ___ Discriminator Loss: 1.0792 ___ Generator Loss: 4.1398 Epoch 3/4 ___ Discriminator Loss: 0.7400 ___ Generator Loss: 1.4255
Epoch 3/4 ___ Discriminator Loss: 1.0788 ___ Generator Loss: 0.7548 Epoch 3/4 ___ Discriminator Loss: 0.8043 ___ Generator Loss: 1.5301 Epoch 3/4 ___ Discriminator Loss: 1.0216 ___ Generator Loss: 2.1619 Epoch 3/4 ___ Discriminator Loss: 0.6951 ___ Generator Loss: 1.8115 Epoch 3/4 ___ Discriminator Loss: 1.4634 ___ Generator Loss: 0.4755 Epoch 3/4 ___ Discriminator Loss: 0.6665 ___ Generator Loss: 2.6056 Epoch 3/4 ___ Discriminator Loss: 1.2141 ___ Generator Loss: 0.6415 Epoch 3/4 ___ Discriminator Loss: 1.1824 ___ Generator Loss: 2.3167 Epoch 3/4 ___ Discriminator Loss: 1.0587 ___ Generator Loss: 0.7847 Epoch 3/4 ___ Discriminator Loss: 1.0400 ___ Generator Loss: 1.7394
Epoch 3/4 ___ Discriminator Loss: 0.8549 ___ Generator Loss: 1.2866 Epoch 3/4 ___ Discriminator Loss: 1.1231 ___ Generator Loss: 2.1404 Epoch 3/4 ___ Discriminator Loss: 1.0867 ___ Generator Loss: 0.7557 Epoch 3/4 ___ Discriminator Loss: 0.9683 ___ Generator Loss: 0.9149 Epoch 3/4 ___ Discriminator Loss: 0.8173 ___ Generator Loss: 1.3404 Epoch 3/4 ___ Discriminator Loss: 1.3592 ___ Generator Loss: 0.5266 Epoch 3/4 ___ Discriminator Loss: 1.0783 ___ Generator Loss: 0.8930 Epoch 3/4 ___ Discriminator Loss: 0.9903 ___ Generator Loss: 0.9345 Epoch 3/4 ___ Discriminator Loss: 0.7527 ___ Generator Loss: 1.8797 Epoch 3/4 ___ Discriminator Loss: 1.1582 ___ Generator Loss: 0.7163
Epoch 3/4 ___ Discriminator Loss: 0.9963 ___ Generator Loss: 0.9637 Epoch 3/4 ___ Discriminator Loss: 1.0970 ___ Generator Loss: 0.7613 Epoch 3/4 ___ Discriminator Loss: 0.7228 ___ Generator Loss: 1.4010 Epoch 3/4 ___ Discriminator Loss: 0.9432 ___ Generator Loss: 1.5035 Epoch 3/4 ___ Discriminator Loss: 1.3671 ___ Generator Loss: 0.5432 Epoch 3/4 ___ Discriminator Loss: 0.6536 ___ Generator Loss: 1.6706 Epoch 3/4 ___ Discriminator Loss: 1.0317 ___ Generator Loss: 0.9317 Epoch 3/4 ___ Discriminator Loss: 0.8225 ___ Generator Loss: 1.6796 Epoch 3/4 ___ Discriminator Loss: 1.0654 ___ Generator Loss: 0.8826 Epoch 3/4 ___ Discriminator Loss: 1.4228 ___ Generator Loss: 0.5048
Epoch 3/4 ___ Discriminator Loss: 1.3409 ___ Generator Loss: 0.5614 Epoch 3/4 ___ Discriminator Loss: 1.1655 ___ Generator Loss: 0.6850 Epoch 3/4 ___ Discriminator Loss: 0.9599 ___ Generator Loss: 0.9250 Epoch 3/4 ___ Discriminator Loss: 1.3298 ___ Generator Loss: 0.5323 Epoch 3/4 ___ Discriminator Loss: 0.7167 ___ Generator Loss: 1.4869 Epoch 3/4 ___ Discriminator Loss: 0.8616 ___ Generator Loss: 1.3452 Epoch 3/4 ___ Discriminator Loss: 1.1612 ___ Generator Loss: 1.2319 Epoch 3/4 ___ Discriminator Loss: 1.2805 ___ Generator Loss: 2.3778 Epoch 3/4 ___ Discriminator Loss: 1.0630 ___ Generator Loss: 1.6122 Epoch 3/4 ___ Discriminator Loss: 1.3926 ___ Generator Loss: 0.5205
Epoch 3/4 ___ Discriminator Loss: 0.6320 ___ Generator Loss: 1.7025 Epoch 3/4 ___ Discriminator Loss: 1.3551 ___ Generator Loss: 0.5275 Epoch 3/4 ___ Discriminator Loss: 0.7689 ___ Generator Loss: 1.4089 Epoch 3/4 ___ Discriminator Loss: 0.9157 ___ Generator Loss: 1.5059 Epoch 3/4 ___ Discriminator Loss: 1.0922 ___ Generator Loss: 0.7669 Epoch 3/4 ___ Discriminator Loss: 0.9362 ___ Generator Loss: 1.0516 Epoch 3/4 ___ Discriminator Loss: 0.9800 ___ Generator Loss: 0.8740 Epoch 3/4 ___ Discriminator Loss: 0.9013 ___ Generator Loss: 1.5522 Epoch 3/4 ___ Discriminator Loss: 0.9947 ___ Generator Loss: 1.0498 Epoch 3/4 ___ Discriminator Loss: 0.6924 ___ Generator Loss: 1.5385
Epoch 3/4 ___ Discriminator Loss: 0.6867 ___ Generator Loss: 1.4026 Epoch 3/4 ___ Discriminator Loss: 0.7910 ___ Generator Loss: 1.3675 Epoch 3/4 ___ Discriminator Loss: 0.9210 ___ Generator Loss: 3.1987 Epoch 3/4 ___ Discriminator Loss: 1.3568 ___ Generator Loss: 0.5436 Epoch 3/4 ___ Discriminator Loss: 1.1814 ___ Generator Loss: 0.7549 Epoch 3/4 ___ Discriminator Loss: 0.7338 ___ Generator Loss: 1.3706 Epoch 3/4 ___ Discriminator Loss: 1.3024 ___ Generator Loss: 0.5848 Epoch 3/4 ___ Discriminator Loss: 0.3794 ___ Generator Loss: 4.7827 Epoch 3/4 ___ Discriminator Loss: 0.7516 ___ Generator Loss: 1.7139 Epoch 3/4 ___ Discriminator Loss: 0.9555 ___ Generator Loss: 0.9030
Epoch 3/4 ___ Discriminator Loss: 1.3482 ___ Generator Loss: 0.5539 Epoch 3/4 ___ Discriminator Loss: 1.6949 ___ Generator Loss: 0.3873 Epoch 3/4 ___ Discriminator Loss: 1.0777 ___ Generator Loss: 0.7680 Epoch 3/4 ___ Discriminator Loss: 0.7662 ___ Generator Loss: 1.4667 Epoch 3/4 ___ Discriminator Loss: 0.8833 ___ Generator Loss: 1.0282 Epoch 3/4 ___ Discriminator Loss: 0.7203 ___ Generator Loss: 1.5424 Epoch 3/4 ___ Discriminator Loss: 0.6129 ___ Generator Loss: 1.9338 Epoch 3/4 ___ Discriminator Loss: 1.1889 ___ Generator Loss: 0.7144 Epoch 3/4 ___ Discriminator Loss: 0.9760 ___ Generator Loss: 1.0127 Epoch 3/4 ___ Discriminator Loss: 1.3216 ___ Generator Loss: 0.5516
Epoch 3/4 ___ Discriminator Loss: 0.9818 ___ Generator Loss: 0.9328 Epoch 3/4 ___ Discriminator Loss: 1.0471 ___ Generator Loss: 0.8379 Epoch 3/4 ___ Discriminator Loss: 0.9917 ___ Generator Loss: 1.3347 Epoch 3/4 ___ Discriminator Loss: 0.9974 ___ Generator Loss: 0.9230 Epoch 3/4 ___ Discriminator Loss: 0.8068 ___ Generator Loss: 1.2887 Epoch 3/4 ___ Discriminator Loss: 1.4984 ___ Generator Loss: 0.4410 Epoch 3/4 ___ Discriminator Loss: 1.1588 ___ Generator Loss: 1.6301 Epoch 3/4 ___ Discriminator Loss: 0.6499 ___ Generator Loss: 1.7157 Epoch 3/4 ___ Discriminator Loss: 1.0096 ___ Generator Loss: 2.2556 Epoch 3/4 ___ Discriminator Loss: 0.9425 ___ Generator Loss: 1.5455
Epoch 3/4 ___ Discriminator Loss: 0.8731 ___ Generator Loss: 1.3755 Epoch 3/4 ___ Discriminator Loss: 0.5306 ___ Generator Loss: 2.5833 Epoch 3/4 ___ Discriminator Loss: 1.3824 ___ Generator Loss: 0.5639 Epoch 3/4 ___ Discriminator Loss: 1.4117 ___ Generator Loss: 2.3479 Epoch 3/4 ___ Discriminator Loss: 0.7921 ___ Generator Loss: 1.4708 Epoch 3/4 ___ Discriminator Loss: 1.5262 ___ Generator Loss: 0.4432 Epoch 3/4 ___ Discriminator Loss: 0.7842 ___ Generator Loss: 1.2559 Epoch 3/4 ___ Discriminator Loss: 1.0759 ___ Generator Loss: 0.7840 Epoch 3/4 ___ Discriminator Loss: 1.1324 ___ Generator Loss: 0.7838 Epoch 3/4 ___ Discriminator Loss: 1.4857 ___ Generator Loss: 0.5047
Epoch 3/4 ___ Discriminator Loss: 1.0275 ___ Generator Loss: 1.5669 Epoch 3/4 ___ Discriminator Loss: 1.0785 ___ Generator Loss: 0.7884 Epoch 3/4 ___ Discriminator Loss: 1.0871 ___ Generator Loss: 0.7624 Epoch 3/4 ___ Discriminator Loss: 0.8411 ___ Generator Loss: 1.2185 Epoch 3/4 ___ Discriminator Loss: 1.1415 ___ Generator Loss: 0.6936 Epoch 3/4 ___ Discriminator Loss: 0.8452 ___ Generator Loss: 1.0992 Epoch 3/4 ___ Discriminator Loss: 1.3027 ___ Generator Loss: 0.5833 Epoch 3/4 ___ Discriminator Loss: 0.5420 ___ Generator Loss: 3.7917 Epoch 3/4 ___ Discriminator Loss: 1.0709 ___ Generator Loss: 0.7625 Epoch 3/4 ___ Discriminator Loss: 1.1684 ___ Generator Loss: 0.7108
Epoch 3/4 ___ Discriminator Loss: 0.9090 ___ Generator Loss: 1.3160 Epoch 3/4 ___ Discriminator Loss: 0.6965 ___ Generator Loss: 2.2685 Epoch 3/4 ___ Discriminator Loss: 0.7904 ___ Generator Loss: 1.3249 Epoch 3/4 ___ Discriminator Loss: 0.9622 ___ Generator Loss: 0.8469 Epoch 3/4 ___ Discriminator Loss: 0.6955 ___ Generator Loss: 1.8464 Epoch 3/4 ___ Discriminator Loss: 1.0199 ___ Generator Loss: 1.9967 Epoch 3/4 ___ Discriminator Loss: 0.9811 ___ Generator Loss: 0.9801 Epoch 3/4 ___ Discriminator Loss: 0.6642 ___ Generator Loss: 1.7347 Epoch 3/4 ___ Discriminator Loss: 1.0232 ___ Generator Loss: 0.8911 Epoch 3/4 ___ Discriminator Loss: 1.3947 ___ Generator Loss: 0.5624
Epoch 3/4 ___ Discriminator Loss: 1.0347 ___ Generator Loss: 0.8863 Epoch 3/4 ___ Discriminator Loss: 1.0803 ___ Generator Loss: 2.4978 Epoch 3/4 ___ Discriminator Loss: 0.9518 ___ Generator Loss: 1.8151 Epoch 3/4 ___ Discriminator Loss: 0.8414 ___ Generator Loss: 2.5747 Epoch 3/4 ___ Discriminator Loss: 1.0898 ___ Generator Loss: 0.7788 Epoch 3/4 ___ Discriminator Loss: 0.6573 ___ Generator Loss: 1.7064 Epoch 3/4 ___ Discriminator Loss: 1.3143 ___ Generator Loss: 0.5711 Epoch 3/4 ___ Discriminator Loss: 0.8527 ___ Generator Loss: 1.9038 Epoch 3/4 ___ Discriminator Loss: 0.9861 ___ Generator Loss: 0.9001 Epoch 3/4 ___ Discriminator Loss: 0.7842 ___ Generator Loss: 2.8986
Epoch 3/4 ___ Discriminator Loss: 0.7139 ___ Generator Loss: 1.5201 Epoch 3/4 ___ Discriminator Loss: 0.7038 ___ Generator Loss: 1.5500 Epoch 3/4 ___ Discriminator Loss: 1.6569 ___ Generator Loss: 0.3931 Epoch 3/4 ___ Discriminator Loss: 1.0725 ___ Generator Loss: 0.7641 Epoch 3/4 ___ Discriminator Loss: 1.0162 ___ Generator Loss: 0.8964 Epoch 3/4 ___ Discriminator Loss: 1.2518 ___ Generator Loss: 0.5847 Epoch 3/4 ___ Discriminator Loss: 0.7688 ___ Generator Loss: 1.2598 Epoch 3/4 ___ Discriminator Loss: 0.9353 ___ Generator Loss: 0.9487 Epoch 3/4 ___ Discriminator Loss: 0.7891 ___ Generator Loss: 1.7085 Epoch 3/4 ___ Discriminator Loss: 0.5939 ___ Generator Loss: 1.7416
Epoch 3/4 ___ Discriminator Loss: 0.8780 ___ Generator Loss: 1.0720 Epoch 3/4 ___ Discriminator Loss: 0.4748 ___ Generator Loss: 2.6254 Epoch 3/4 ___ Discriminator Loss: 0.8899 ___ Generator Loss: 1.4696 Epoch 3/4 ___ Discriminator Loss: 1.0389 ___ Generator Loss: 0.8116 Epoch 3/4 ___ Discriminator Loss: 1.0701 ___ Generator Loss: 2.1270 Epoch 3/4 ___ Discriminator Loss: 0.9869 ___ Generator Loss: 0.9590 Epoch 3/4 ___ Discriminator Loss: 0.9030 ___ Generator Loss: 1.2284 Epoch 3/4 ___ Discriminator Loss: 0.7616 ___ Generator Loss: 1.8277 Epoch 3/4 ___ Discriminator Loss: 0.7812 ___ Generator Loss: 1.3970 Epoch 3/4 ___ Discriminator Loss: 1.0348 ___ Generator Loss: 0.8227
Epoch 3/4 ___ Discriminator Loss: 0.6561 ___ Generator Loss: 2.5410 Epoch 3/4 ___ Discriminator Loss: 0.9187 ___ Generator Loss: 1.1218 Epoch 3/4 ___ Discriminator Loss: 0.9144 ___ Generator Loss: 1.2713 Epoch 3/4 ___ Discriminator Loss: 0.8701 ___ Generator Loss: 1.1349 Epoch 3/4 ___ Discriminator Loss: 0.7869 ___ Generator Loss: 1.1734 Epoch 3/4 ___ Discriminator Loss: 0.7963 ___ Generator Loss: 1.5625 Epoch 3/4 ___ Discriminator Loss: 0.7850 ___ Generator Loss: 1.7883 Epoch 3/4 ___ Discriminator Loss: 1.1960 ___ Generator Loss: 0.6465 Epoch 3/4 ___ Discriminator Loss: 0.7842 ___ Generator Loss: 1.3675 Epoch 3/4 ___ Discriminator Loss: 0.8188 ___ Generator Loss: 1.0983
Epoch 3/4 ___ Discriminator Loss: 1.0909 ___ Generator Loss: 0.7442 Epoch 3/4 ___ Discriminator Loss: 1.3215 ___ Generator Loss: 3.1334 Epoch 3/4 ___ Discriminator Loss: 1.5647 ___ Generator Loss: 0.4366 Epoch 3/4 ___ Discriminator Loss: 0.9955 ___ Generator Loss: 0.9573 Epoch 3/4 ___ Discriminator Loss: 0.8106 ___ Generator Loss: 2.3823 Epoch 3/4 ___ Discriminator Loss: 1.0101 ___ Generator Loss: 1.2541 Epoch 3/4 ___ Discriminator Loss: 0.9285 ___ Generator Loss: 0.9726 Epoch 3/4 ___ Discriminator Loss: 1.2689 ___ Generator Loss: 0.5795 Epoch 3/4 ___ Discriminator Loss: 0.9272 ___ Generator Loss: 1.0787 Epoch 3/4 ___ Discriminator Loss: 1.0712 ___ Generator Loss: 0.7825
Epoch 3/4 ___ Discriminator Loss: 0.9380 ___ Generator Loss: 1.9454 Epoch 3/4 ___ Discriminator Loss: 0.9137 ___ Generator Loss: 1.1008 Epoch 3/4 ___ Discriminator Loss: 1.0341 ___ Generator Loss: 1.3399 Epoch 3/4 ___ Discriminator Loss: 0.7853 ___ Generator Loss: 1.1277 Epoch 3/4 ___ Discriminator Loss: 1.1210 ___ Generator Loss: 0.7330 Epoch 3/4 ___ Discriminator Loss: 0.9540 ___ Generator Loss: 0.8900 Epoch 3/4 ___ Discriminator Loss: 1.0666 ___ Generator Loss: 1.2026 Epoch 3/4 ___ Discriminator Loss: 1.0091 ___ Generator Loss: 1.1686 Epoch 3/4 ___ Discriminator Loss: 1.1974 ___ Generator Loss: 0.6413 Epoch 3/4 ___ Discriminator Loss: 0.9265 ___ Generator Loss: 1.6152
Epoch 3/4 ___ Discriminator Loss: 1.1383 ___ Generator Loss: 0.7340 Epoch 3/4 ___ Discriminator Loss: 0.5039 ___ Generator Loss: 2.1429 Epoch 3/4 ___ Discriminator Loss: 2.1362 ___ Generator Loss: 1.5934 Epoch 3/4 ___ Discriminator Loss: 0.7803 ___ Generator Loss: 1.2785 Epoch 3/4 ___ Discriminator Loss: 0.8104 ___ Generator Loss: 1.2917 Epoch 3/4 ___ Discriminator Loss: 1.0037 ___ Generator Loss: 2.2169 Epoch 3/4 ___ Discriminator Loss: 1.0148 ___ Generator Loss: 1.1943 Epoch 3/4 ___ Discriminator Loss: 0.7325 ___ Generator Loss: 1.4477 Epoch 3/4 ___ Discriminator Loss: 0.5340 ___ Generator Loss: 1.9864 Epoch 3/4 ___ Discriminator Loss: 0.7720 ___ Generator Loss: 1.3636
Epoch 3/4 ___ Discriminator Loss: 0.7218 ___ Generator Loss: 1.4196 Epoch 3/4 ___ Discriminator Loss: 1.4233 ___ Generator Loss: 0.5042 Epoch 3/4 ___ Discriminator Loss: 0.8808 ___ Generator Loss: 1.0096 Epoch 3/4 ___ Discriminator Loss: 0.9903 ___ Generator Loss: 2.6022 Epoch 3/4 ___ Discriminator Loss: 0.9462 ___ Generator Loss: 1.0152 Epoch 3/4 ___ Discriminator Loss: 0.9577 ___ Generator Loss: 0.9715 Epoch 3/4 ___ Discriminator Loss: 1.0807 ___ Generator Loss: 0.8728 Epoch 3/4 ___ Discriminator Loss: 1.0976 ___ Generator Loss: 0.7775 Epoch 3/4 ___ Discriminator Loss: 0.8275 ___ Generator Loss: 1.6595 Epoch 3/4 ___ Discriminator Loss: 0.8577 ___ Generator Loss: 1.6830
Epoch 3/4 ___ Discriminator Loss: 1.1699 ___ Generator Loss: 0.6681 Epoch 3/4 ___ Discriminator Loss: 1.1431 ___ Generator Loss: 0.7015 Epoch 3/4 ___ Discriminator Loss: 0.7483 ___ Generator Loss: 1.6698 Epoch 3/4 ___ Discriminator Loss: 0.8169 ___ Generator Loss: 1.1957 Epoch 3/4 ___ Discriminator Loss: 1.7352 ___ Generator Loss: 0.3633 Epoch 3/4 ___ Discriminator Loss: 0.7569 ___ Generator Loss: 1.3683 Epoch 3/4 ___ Discriminator Loss: 1.6578 ___ Generator Loss: 3.3081 Epoch 3/4 ___ Discriminator Loss: 0.9279 ___ Generator Loss: 1.4531 Epoch 3/4 ___ Discriminator Loss: 0.7337 ___ Generator Loss: 1.8489 Epoch 3/4 ___ Discriminator Loss: 1.0302 ___ Generator Loss: 0.8514
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.